From 45a95d55bcd94733e4ac840418650d9d33b9343a Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Wed, 24 Apr 2024 20:11:10 +0100 Subject: [PATCH 001/189] Update _config.yml --- _config.yml | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/_config.yml b/_config.yml index 3e2f2432dd5..3175956f934 100644 --- a/_config.yml +++ b/_config.yml @@ -7,14 +7,14 @@ permalink: pretty relative_permalinks: true # Setup -title: Hyde -tagline: 'A Jekyll theme' +title: Testio Tech +tagline: 'A blog related to software testing' description: 'A brazen two-column Jekyll theme that pairs a prominent sidebar with uncomplicated content. Made by @mdo.' -url: http://hyde.getpoole.com +url: https://dp2020-dev.github.io baseurl: / author: - name: 'Mark Otto' + name: 'Daniel Phillips' url: https://twitter.com/mdo paginate: 5 @@ -23,4 +23,4 @@ paginate: 5 version: 2.1.0 github: - repo: https://github.com/poole/hyde + repo: https://dp2020-dev.github.io From 7a750a8ac574fdd0f81e647a667f393a1fec087e Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Wed, 24 Apr 2024 20:26:29 +0100 Subject: [PATCH 002/189] Update and rename 2012-02-06-whats-jekyll.md to 2024-04-24-firstPost.md --- _posts/2012-02-06-whats-jekyll.md | 12 ------------ _posts/2024-04-24-firstPost.md | 6 ++++++ 2 files changed, 6 insertions(+), 12 deletions(-) delete mode 100644 _posts/2012-02-06-whats-jekyll.md create mode 100644 _posts/2024-04-24-firstPost.md diff --git a/_posts/2012-02-06-whats-jekyll.md b/_posts/2012-02-06-whats-jekyll.md deleted file mode 100644 index a6d28b59212..00000000000 --- a/_posts/2012-02-06-whats-jekyll.md +++ /dev/null @@ -1,12 +0,0 @@ ---- -layout: post -title: What's Jekyll? ---- - -[Jekyll](http://jekyllrb.com) is a static site generator, an open-source tool for creating simple yet powerful websites of all shapes and sizes. From [the project's readme](https://github.com/mojombo/jekyll/blob/master/README.markdown): - - > Jekyll is a simple, blog aware, static site generator. It takes a template directory [...] and spits out a complete, static website suitable for serving with Apache or your favorite web server. This is also the engine behind GitHub Pages, which you can use to host your project’s page or blog right here from GitHub. - -It's an immensely useful tool and one we encourage you to use here with Hyde. - -Find out more by [visiting the project on GitHub](https://github.com/mojombo/jekyll). \ No newline at end of file diff --git a/_posts/2024-04-24-firstPost.md b/_posts/2024-04-24-firstPost.md new file mode 100644 index 00000000000..03b992ca42d --- /dev/null +++ b/_posts/2024-04-24-firstPost.md @@ -0,0 +1,6 @@ +--- +layout: post +title: What's Jekyll? +--- + +My first post will go here. From 51e6c82dae57975b1ffd6c3ca48930134d201cdf Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Wed, 24 Apr 2024 20:32:04 +0100 Subject: [PATCH 003/189] Update 2024-04-24-firstPost.md --- _posts/2024-04-24-firstPost.md | 1 + 1 file changed, 1 insertion(+) diff --git a/_posts/2024-04-24-firstPost.md b/_posts/2024-04-24-firstPost.md index 03b992ca42d..8bc99aff3d9 100644 --- a/_posts/2024-04-24-firstPost.md +++ b/_posts/2024-04-24-firstPost.md @@ -4,3 +4,4 @@ title: What's Jekyll? --- My first post will go here. + From 2ef0b0d2062e5897da8031cc70fb1e5febb38837 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Wed, 24 Apr 2024 20:32:56 +0100 Subject: [PATCH 004/189] Update about.md --- about.md | 18 +----------------- 1 file changed, 1 insertion(+), 17 deletions(-) diff --git a/about.md b/about.md index 9b2605bb4ce..024d382b388 100644 --- a/about.md +++ b/about.md @@ -9,22 +9,6 @@ title: About In the novel, *The Strange Case of Dr. Jeykll and Mr. Hyde*, Mr. Poole is Dr. Jekyll's virtuous and loyal butler. Similarly, Poole is an upstanding and effective butler that helps you build Jekyll themes. It's made by [@mdo](https://twitter.com/mdo). -There are currently two themes built on Poole: -* [Hyde](http://hyde.getpoole.com) -* [Lanyon](http://lanyon.getpoole.com) -Learn more and contribute on [GitHub](https://github.com/poole). - -## Setup - -Some fun facts about the setup of this project include: - -* Built for [Jekyll](http://jekyllrb.com) -* Developed on GitHub and hosted for free on [GitHub Pages](https://pages.github.com) -* Coded with [Sublime Text 2](http://sublimetext.com), an amazing code editor -* Designed and developed while listening to music like [Blood Bros Trilogy](https://soundcloud.com/maddecent/sets/blood-bros-series) - -Have questions or suggestions? Feel free to [open an issue on GitHub](https://github.com/poole/issues/new) or [ask me on Twitter](https://twitter.com/mdo). - -Thanks for reading! +## Heading 1 From 39227d10b2139bba253c9b31d27d93b1bdfebfbd Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Wed, 24 Apr 2024 20:48:47 +0100 Subject: [PATCH 005/189] Update _config.yml --- _config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_config.yml b/_config.yml index 3175956f934..16ead1b8bfe 100644 --- a/_config.yml +++ b/_config.yml @@ -4,7 +4,7 @@ highlighter: pygments # Permalinks permalink: pretty -relative_permalinks: true +# relative_permalinks: true # Setup title: Testio Tech From 8a05edbc7c8af0f6c8043acddbf05f190169472b Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Wed, 24 Apr 2024 21:51:17 +0100 Subject: [PATCH 006/189] Update _config.yml --- _config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_config.yml b/_config.yml index 16ead1b8bfe..6595230c1a3 100644 --- a/_config.yml +++ b/_config.yml @@ -9,7 +9,7 @@ permalink: pretty # Setup title: Testio Tech tagline: 'A blog related to software testing' -description: 'A brazen two-column Jekyll theme that pairs a prominent sidebar with uncomplicated content. Made by @mdo.' +description: 'This is my personal blog related to software testing, and will include practical posts on test tools/methodlogies, test startegies and wider topics.' url: https://dp2020-dev.github.io baseurl: / From f27bde8b4e3e3f5bc65935400e33f90ee02bb27b Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Wed, 24 Apr 2024 22:01:36 +0100 Subject: [PATCH 007/189] Update about.md Adding about me, with formatting. --- about.md | 14 ++++++++++---- 1 file changed, 10 insertions(+), 4 deletions(-) diff --git a/about.md b/about.md index 024d382b388..1417f0928dd 100644 --- a/about.md +++ b/about.md @@ -1,14 +1,20 @@ --- -layout: page +layout: default title: About ---

- Hey there! This page is included as an example. Feel free to customize it for your own use upon downloading. Carry on! +About Me + +After years of experience as a Test Lead working on test strategy, planning, test management etc. I was fascinated with cloud first, CI/CD projects and wanted to gain more experience in this field. + +I moved out of my comfort zone and joined a tech consultancy to gain hands on experience of test automation, test tools, CI/CD, NFR testing and more.

+//good exprience, learnt new skills and enjoy the developing new skills. -In the novel, *The Strange Case of Dr. Jeykll and Mr. Hyde*, Mr. Poole is Dr. Jekyll's virtuous and loyal butler. Similarly, Poole is an upstanding and effective butler that helps you build Jekyll themes. It's made by [@mdo](https://twitter.com/mdo). +//test talks +## Testio Test blog -## Heading 1 +This blog will cover some of the material I have found useful and practical, in the hope that other people will find it helpful. From 3b13ca06a9bd42bdd822dc4306665ace751fead3 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Wed, 24 Apr 2024 22:03:32 +0100 Subject: [PATCH 008/189] Update _config.yml --- _config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_config.yml b/_config.yml index 6595230c1a3..0f40d382cd0 100644 --- a/_config.yml +++ b/_config.yml @@ -15,7 +15,7 @@ baseurl: / author: name: 'Daniel Phillips' - url: https://twitter.com/mdo + url: www.linkedin.com/in/daniel-phillips-ba99161b8 paginate: 5 From 2581645c69f53b97ffd065f4d1ce479cacb34416 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Wed, 24 Apr 2024 22:05:36 +0100 Subject: [PATCH 009/189] Update 404.html --- 404.html | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/404.html b/404.html index 9703ba819b7..45df333071e 100644 --- a/404.html +++ b/404.html @@ -5,6 +5,6 @@ ---
-

404: Page not found

-

Sorry, we've misplaced that URL or it's pointing to something that doesn't exist. Head back home to try finding it again.

+

404: Page not found - 404: Tudalen heb ei ddarganfod

+

Sorry, we've misplaced that URL or it's pointing to something that doesn't exist. /n Wel jiw jiw, fi di colli'r URL rhywle.Head back home to try finding it again.

From 991129ada7661710c169b0f39342235a9c9b0a72 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Wed, 24 Apr 2024 22:06:29 +0100 Subject: [PATCH 010/189] Update about.md --- about.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/about.md b/about.md index 1417f0928dd..3dd9b9cb5fd 100644 --- a/about.md +++ b/about.md @@ -1,5 +1,5 @@ --- -layout: default +layout: page title: About --- From 7088578d117d18887015bee4ff757865138b9b9b Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Wed, 24 Apr 2024 22:24:10 +0100 Subject: [PATCH 011/189] Update about.md --- about.md | 26 ++++++++++++++++++-------- 1 file changed, 18 insertions(+), 8 deletions(-) diff --git a/about.md b/about.md index 3dd9b9cb5fd..9b2605bb4ce 100644 --- a/about.md +++ b/about.md @@ -4,17 +4,27 @@ title: About ---

-About Me + Hey there! This page is included as an example. Feel free to customize it for your own use upon downloading. Carry on! +

-After years of experience as a Test Lead working on test strategy, planning, test management etc. I was fascinated with cloud first, CI/CD projects and wanted to gain more experience in this field. +In the novel, *The Strange Case of Dr. Jeykll and Mr. Hyde*, Mr. Poole is Dr. Jekyll's virtuous and loyal butler. Similarly, Poole is an upstanding and effective butler that helps you build Jekyll themes. It's made by [@mdo](https://twitter.com/mdo). -I moved out of my comfort zone and joined a tech consultancy to gain hands on experience of test automation, test tools, CI/CD, NFR testing and more. -

-//good exprience, learnt new skills and enjoy the developing new skills. +There are currently two themes built on Poole: + +* [Hyde](http://hyde.getpoole.com) +* [Lanyon](http://lanyon.getpoole.com) + +Learn more and contribute on [GitHub](https://github.com/poole). + +## Setup -//test talks +Some fun facts about the setup of this project include: +* Built for [Jekyll](http://jekyllrb.com) +* Developed on GitHub and hosted for free on [GitHub Pages](https://pages.github.com) +* Coded with [Sublime Text 2](http://sublimetext.com), an amazing code editor +* Designed and developed while listening to music like [Blood Bros Trilogy](https://soundcloud.com/maddecent/sets/blood-bros-series) -## Testio Test blog +Have questions or suggestions? Feel free to [open an issue on GitHub](https://github.com/poole/issues/new) or [ask me on Twitter](https://twitter.com/mdo). -This blog will cover some of the material I have found useful and practical, in the hope that other people will find it helpful. +Thanks for reading! From eb651bcf62263e15fc9cd8a903b9e09618fe1dac Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Wed, 24 Apr 2024 22:45:42 +0100 Subject: [PATCH 012/189] Update _config.yml setting baseUrl --- _config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_config.yml b/_config.yml index 0f40d382cd0..9f7a0103506 100644 --- a/_config.yml +++ b/_config.yml @@ -11,7 +11,7 @@ title: Testio Tech tagline: 'A blog related to software testing' description: 'This is my personal blog related to software testing, and will include practical posts on test tools/methodlogies, test startegies and wider topics.' url: https://dp2020-dev.github.io -baseurl: / +baseurl: /dp2020-dev/ author: name: 'Daniel Phillips' From 827a6ee8af5640253571a3d479a0999d589da620 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Thu, 25 Apr 2024 19:58:00 +0100 Subject: [PATCH 013/189] Update _config.yml --- _config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_config.yml b/_config.yml index 9f7a0103506..64fd74ea787 100644 --- a/_config.yml +++ b/_config.yml @@ -11,7 +11,7 @@ title: Testio Tech tagline: 'A blog related to software testing' description: 'This is my personal blog related to software testing, and will include practical posts on test tools/methodlogies, test startegies and wider topics.' url: https://dp2020-dev.github.io -baseurl: /dp2020-dev/ +baseurl: /dp2020-dev.github.io/ author: name: 'Daniel Phillips' From 1ee9aceee9a44cc0930635ebf48f2bd3444ed44b Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Thu, 25 Apr 2024 19:59:01 +0100 Subject: [PATCH 014/189] Update _config.yml --- _config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_config.yml b/_config.yml index 64fd74ea787..0f40d382cd0 100644 --- a/_config.yml +++ b/_config.yml @@ -11,7 +11,7 @@ title: Testio Tech tagline: 'A blog related to software testing' description: 'This is my personal blog related to software testing, and will include practical posts on test tools/methodlogies, test startegies and wider topics.' url: https://dp2020-dev.github.io -baseurl: /dp2020-dev.github.io/ +baseurl: / author: name: 'Daniel Phillips' From a11d9a140a2eb53004bdce8e62a59a22bf7b3c97 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Thu, 25 Apr 2024 20:18:23 +0100 Subject: [PATCH 015/189] Update index.html --- index.html | 62 +++++++++++++++++++++++++++++++----------------------- 1 file changed, 36 insertions(+), 26 deletions(-) diff --git a/index.html b/index.html index 743a0808990..9200892616a 100644 --- a/index.html +++ b/index.html @@ -3,35 +3,45 @@ title: Home --- -
- {% for post in paginator.posts %} -
-

- - {{ post.title }} - -

+
+ +
+ +
+
+ {% for post in paginator.posts %} +
+

+ + {{ post.title }} + +

- {{ post.date | date_to_string }} + {{ post.date | date_to_string }} - {{ post.content }} + {{ post.content }} +
+ {% endfor %}
- {% endfor %} -
- +
From eeaf3ccfbc914a379deb7c81af2249f702318c8d Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Thu, 25 Apr 2024 20:24:23 +0100 Subject: [PATCH 016/189] Revert "Update index.html" --- index.html | 62 +++++++++++++++++++++++------------------------------- 1 file changed, 26 insertions(+), 36 deletions(-) diff --git a/index.html b/index.html index 9200892616a..743a0808990 100644 --- a/index.html +++ b/index.html @@ -3,45 +3,35 @@ title: Home --- -
- -
- -
-
- {% for post in paginator.posts %} -
-

- - {{ post.title }} - -

+
+ {% for post in paginator.posts %} +
+

+ + {{ post.title }} + +

- {{ post.date | date_to_string }} + {{ post.date | date_to_string }} - {{ post.content }} -
- {% endfor %} + {{ post.content }}
+ {% endfor %} +
- + {% else %} + Newer + {% endif %} +
\ No newline at end of file From ae04f1ab530189c659aeb4d623e2cafcc850cecc Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Thu, 25 Apr 2024 20:36:31 +0100 Subject: [PATCH 017/189] Update about.md --- about.md | 27 ++++++--------------------- 1 file changed, 6 insertions(+), 21 deletions(-) diff --git a/about.md b/about.md index 9b2605bb4ce..45740778127 100644 --- a/about.md +++ b/about.md @@ -3,28 +3,13 @@ layout: page title: About --- -

- Hey there! This page is included as an example. Feel free to customize it for your own use upon downloading. Carry on! -

+After years of experience as a Test Lead working on test strategy, planning, test management etc. I was fascinated with cloud first, CI/CD projects and wanted to gain more experience in this field. +I moved out of my comfort zone and joined a tech consultancy to gain hands on experience of test automation, test tools, CI/CD, NFR testing and more. +//good exprience, learnt new skills and enjoy the developing new skills. +//test talks![image](https://github.com/dp2020-dev/dp2020-dev.github.io/assets/62034298/ce34a979-d133-46d2-9510-47adc0249ad7) -In the novel, *The Strange Case of Dr. Jeykll and Mr. Hyde*, Mr. Poole is Dr. Jekyll's virtuous and loyal butler. Similarly, Poole is an upstanding and effective butler that helps you build Jekyll themes. It's made by [@mdo](https://twitter.com/mdo). -There are currently two themes built on Poole: +## Testio Test blog -* [Hyde](http://hyde.getpoole.com) -* [Lanyon](http://lanyon.getpoole.com) +This blog will cover some of the material I have found useful and practical, in the hope that other people will find it helpful.![image](https://github.com/dp2020-dev/dp2020-dev.github.io/assets/62034298/f055cdff-2269-41a1-a2b0-7027252ecc02) -Learn more and contribute on [GitHub](https://github.com/poole). - -## Setup - -Some fun facts about the setup of this project include: - -* Built for [Jekyll](http://jekyllrb.com) -* Developed on GitHub and hosted for free on [GitHub Pages](https://pages.github.com) -* Coded with [Sublime Text 2](http://sublimetext.com), an amazing code editor -* Designed and developed while listening to music like [Blood Bros Trilogy](https://soundcloud.com/maddecent/sets/blood-bros-series) - -Have questions or suggestions? Feel free to [open an issue on GitHub](https://github.com/poole/issues/new) or [ask me on Twitter](https://twitter.com/mdo). - -Thanks for reading! From 8889941ddbfd231b1e450045e094d551efbc92e0 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Thu, 25 Apr 2024 21:18:20 +0100 Subject: [PATCH 018/189] Update about.md --- about.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/about.md b/about.md index 45740778127..40e9b4af1ee 100644 --- a/about.md +++ b/about.md @@ -6,10 +6,10 @@ title: About After years of experience as a Test Lead working on test strategy, planning, test management etc. I was fascinated with cloud first, CI/CD projects and wanted to gain more experience in this field. I moved out of my comfort zone and joined a tech consultancy to gain hands on experience of test automation, test tools, CI/CD, NFR testing and more. //good exprience, learnt new skills and enjoy the developing new skills. -//test talks![image](https://github.com/dp2020-dev/dp2020-dev.github.io/assets/62034298/ce34a979-d133-46d2-9510-47adc0249ad7) +//test talks! ## Testio Test blog -This blog will cover some of the material I have found useful and practical, in the hope that other people will find it helpful.![image](https://github.com/dp2020-dev/dp2020-dev.github.io/assets/62034298/f055cdff-2269-41a1-a2b0-7027252ecc02) +This blog will cover some of the material I have found useful and practical, in the hope that other people will find it helpful. From 764b7decb9de0709cac4a8845806cb6ff043504d Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Thu, 25 Apr 2024 21:20:42 +0100 Subject: [PATCH 019/189] Update about.md --- about.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/about.md b/about.md index 40e9b4af1ee..53d82fe7336 100644 --- a/about.md +++ b/about.md @@ -1,5 +1,5 @@ --- -layout: page +layout: post title: About --- From e0de30b5c681a1f559f5dd768e73c36856a07e37 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Thu, 25 Apr 2024 21:21:46 +0100 Subject: [PATCH 020/189] Update about.md --- about.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/about.md b/about.md index 53d82fe7336..40e9b4af1ee 100644 --- a/about.md +++ b/about.md @@ -1,5 +1,5 @@ --- -layout: post +layout: page title: About --- From f0f49748b6779420a762744a9c9faad9b70dab39 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Thu, 25 Apr 2024 21:36:01 +0100 Subject: [PATCH 021/189] Update _config.yml --- _config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_config.yml b/_config.yml index 0f40d382cd0..2412aa099a2 100644 --- a/_config.yml +++ b/_config.yml @@ -10,7 +10,7 @@ permalink: pretty title: Testio Tech tagline: 'A blog related to software testing' description: 'This is my personal blog related to software testing, and will include practical posts on test tools/methodlogies, test startegies and wider topics.' -url: https://dp2020-dev.github.io +url: https://dp2020-dev.github.io/ baseurl: / author: From cc25d67043a418da86c706c96fe0b76f4c7faf42 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Thu, 25 Apr 2024 21:37:49 +0100 Subject: [PATCH 022/189] Update _config.yml --- _config.yml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/_config.yml b/_config.yml index 2412aa099a2..206ed3db020 100644 --- a/_config.yml +++ b/_config.yml @@ -10,8 +10,8 @@ permalink: pretty title: Testio Tech tagline: 'A blog related to software testing' description: 'This is my personal blog related to software testing, and will include practical posts on test tools/methodlogies, test startegies and wider topics.' -url: https://dp2020-dev.github.io/ -baseurl: / +url: https://dp2020-dev.github.io +baseurl: // author: name: 'Daniel Phillips' From 7d0ccdb32f76b37e5ee680b9aad5899f463308f0 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Thu, 25 Apr 2024 21:39:33 +0100 Subject: [PATCH 023/189] Update _config.yml --- _config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_config.yml b/_config.yml index 206ed3db020..0f40d382cd0 100644 --- a/_config.yml +++ b/_config.yml @@ -11,7 +11,7 @@ title: Testio Tech tagline: 'A blog related to software testing' description: 'This is my personal blog related to software testing, and will include practical posts on test tools/methodlogies, test startegies and wider topics.' url: https://dp2020-dev.github.io -baseurl: // +baseurl: / author: name: 'Daniel Phillips' From cb2a786cc464c3249c0a236b4daea119ccfb1816 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Thu, 25 Apr 2024 21:43:31 +0100 Subject: [PATCH 024/189] Update head.html --- _includes/head.html | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/_includes/head.html b/_includes/head.html index e2b070e242a..578414c6cc1 100644 --- a/_includes/head.html +++ b/_includes/head.html @@ -15,9 +15,9 @@ - - - + + + From 8ccb9015c4bc3b30d45d9d22772c789f863ee08a Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Fri, 26 Apr 2024 10:17:03 +0100 Subject: [PATCH 025/189] Update and rename 2013-12-28-introducing-hyde.md to 2023-10-28-compare-cypress-playwright.md --- _posts/2013-12-28-introducing-hyde.md | 37 ------------------- .../2023-10-28-compare-cypress-playwright.md | 32 ++++++++++++++++ 2 files changed, 32 insertions(+), 37 deletions(-) delete mode 100644 _posts/2013-12-28-introducing-hyde.md create mode 100644 _posts/2023-10-28-compare-cypress-playwright.md diff --git a/_posts/2013-12-28-introducing-hyde.md b/_posts/2013-12-28-introducing-hyde.md deleted file mode 100644 index 98e8a0c446d..00000000000 --- a/_posts/2013-12-28-introducing-hyde.md +++ /dev/null @@ -1,37 +0,0 @@ ---- -layout: post -title: Introducing Hyde ---- - -Hyde is a brazen two-column [Jekyll](http://jekyllrb.com) theme that pairs a prominent sidebar with uncomplicated content. It's based on [Poole](http://getpoole.com), the Jekyll butler. - -### Built on Poole - -Poole is the Jekyll Butler, serving as an upstanding and effective foundation for Jekyll themes by [@mdo](https://twitter.com/mdo). Poole, and every theme built on it (like Hyde here) includes the following: - -* Complete Jekyll setup included (layouts, config, [404](/404), [RSS feed](/atom.xml), posts, and [example page](/about)) -* Mobile friendly design and development -* Easily scalable text and component sizing with `rem` units in the CSS -* Support for a wide gamut of HTML elements -* Related posts (time-based, because Jekyll) below each post -* Syntax highlighting, courtesy Pygments (the Python-based code snippet highlighter) - -### Hyde features - -In addition to the features of Poole, Hyde adds the following: - -* Sidebar includes support for textual modules and a dynamically generated navigation with active link support -* Two orientations for content and sidebar, default (left sidebar) and [reverse](https://github.com/poole/lanyon#reverse-layout) (right sidebar), available via `` classes -* [Eight optional color schemes](https://github.com/poole/hyde#themes), available via `` classes - -[Head to the readme](https://github.com/poole/hyde#readme) to learn more. - -### Browser support - -Hyde is by preference a forward-thinking project. In addition to the latest versions of Chrome, Safari (mobile and desktop), and Firefox, it is only compatible with Internet Explorer 9 and above. - -### Download - -Hyde is developed on and hosted with GitHub. Head to the GitHub repository for downloads, bug reports, and features requests. - -Thanks! diff --git a/_posts/2023-10-28-compare-cypress-playwright.md b/_posts/2023-10-28-compare-cypress-playwright.md new file mode 100644 index 00000000000..3f0a41bbcee --- /dev/null +++ b/_posts/2023-10-28-compare-cypress-playwright.md @@ -0,0 +1,32 @@ +--- +layout: post +title: Cypress versus Playwright- a simple UI example to compare. +--- + +What's Cypress? +What's Playwright? + +How do we choose between the two? + +### A practical guide to installing and trying both tools to compare. + +Notes on installing Cypress. + +Notes on installing playwright. + +Choose a system under test. + + +### Mock test approach + +Blazemeter. + +### Additional notes + +Hyde is by preference a forward-thinking project. In addition to the latest versions of Chrome, Safari (mobile and desktop), and Firefox, it is only compatible with Internet Explorer 9 and above. + +### Summary + +Hyde is developed on and hosted with GitHub. Head to the GitHub repository for downloads, bug reports, and features requests. + +Thanks! From 076b140309f8d40830a450d58b07d9c6cfa34b17 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Fri, 26 Apr 2024 10:27:28 +0100 Subject: [PATCH 026/189] Update _config.yml --- _config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_config.yml b/_config.yml index 0f40d382cd0..a8bf7a5f71d 100644 --- a/_config.yml +++ b/_config.yml @@ -23,4 +23,4 @@ paginate: 5 version: 2.1.0 github: - repo: https://dp2020-dev.github.io + repo: https://github.com/dp2020-dev/dp2020-dev.github.io From 3439219ad7e9be98a05d333ea8cc8a2c14bfb6af Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Fri, 26 Apr 2024 20:40:04 +0100 Subject: [PATCH 027/189] Update _config.yml --- _config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_config.yml b/_config.yml index a8bf7a5f71d..07f73905a64 100644 --- a/_config.yml +++ b/_config.yml @@ -4,7 +4,7 @@ highlighter: pygments # Permalinks permalink: pretty -# relative_permalinks: true +relative_permalinks: true # Setup title: Testio Tech From 5a3ff521d6ab6c4de8762c10ca9f0e1f8ed313d9 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Fri, 26 Apr 2024 20:44:50 +0100 Subject: [PATCH 028/189] Update _config.yml --- _config.yml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/_config.yml b/_config.yml index 07f73905a64..358866f2d74 100644 --- a/_config.yml +++ b/_config.yml @@ -4,14 +4,14 @@ highlighter: pygments # Permalinks permalink: pretty -relative_permalinks: true +# relative_permalinks: true # Setup title: Testio Tech tagline: 'A blog related to software testing' description: 'This is my personal blog related to software testing, and will include practical posts on test tools/methodlogies, test startegies and wider topics.' url: https://dp2020-dev.github.io -baseurl: / +baseurl: author: name: 'Daniel Phillips' From 3f9f5f915bb3d776c85d95cab1f67968bbc58b83 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Sat, 27 Apr 2024 16:39:19 +0100 Subject: [PATCH 029/189] Update sidebar.html --- _includes/sidebar.html | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/_includes/sidebar.html b/_includes/sidebar.html index 586f47b2d74..2acb1a2f551 100644 --- a/_includes/sidebar.html +++ b/_includes/sidebar.html @@ -26,6 +26,17 @@

{% endif %} {% endfor %} + /* Sidebar */ +.sidebar { + width: 250px; /* Adjust width as needed */ + float: left; /* Float the sidebar to the left */ +} + +/* Content */ +.content { + margin-left: 270px; /* Adjust margin to accommodate sidebar width */ +} + Download GitHub project Currently v{{ site.version }} From 79d734519111afa1ad75342b46f00057539ef2e4 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Sat, 27 Apr 2024 16:41:09 +0100 Subject: [PATCH 030/189] Update sidebar.html --- _includes/sidebar.html | 10 ---------- 1 file changed, 10 deletions(-) diff --git a/_includes/sidebar.html b/_includes/sidebar.html index 2acb1a2f551..165b11d5c4c 100644 --- a/_includes/sidebar.html +++ b/_includes/sidebar.html @@ -26,16 +26,6 @@

{% endif %} {% endfor %} - /* Sidebar */ -.sidebar { - width: 250px; /* Adjust width as needed */ - float: left; /* Float the sidebar to the left */ -} - -/* Content */ -.content { - margin-left: 270px; /* Adjust margin to accommodate sidebar width */ -} Download GitHub project From cd1edcddd7f302b4d6da4846743660d49b699084 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Sat, 27 Apr 2024 16:56:14 +0100 Subject: [PATCH 031/189] Update hyde.css --- public/css/hyde.css | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/public/css/hyde.css b/public/css/hyde.css index 213e232920d..cabd9705769 100644 --- a/public/css/hyde.css +++ b/public/css/hyde.css @@ -61,7 +61,7 @@ html { } @media (min-width: 48em) { .sidebar { - position: fixed; + position: left; top: 0; left: 0; bottom: 0; From 0ca0f338906c5a57664f03ec3154687ba6d5e01c Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Sat, 27 Apr 2024 17:01:55 +0100 Subject: [PATCH 032/189] Update hyde.css --- public/css/hyde.css | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/public/css/hyde.css b/public/css/hyde.css index cabd9705769..213e232920d 100644 --- a/public/css/hyde.css +++ b/public/css/hyde.css @@ -61,7 +61,7 @@ html { } @media (min-width: 48em) { .sidebar { - position: left; + position: fixed; top: 0; left: 0; bottom: 0; From 6c1199b21c368c30abbd644b7b2b3b0a59bd9a3d Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Sat, 27 Apr 2024 17:22:40 +0100 Subject: [PATCH 033/189] Update sidebar.html --- _includes/sidebar.html | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/_includes/sidebar.html b/_includes/sidebar.html index 165b11d5c4c..1639f6848aa 100644 --- a/_includes/sidebar.html +++ b/_includes/sidebar.html @@ -2,7 +2,7 @@

- + {{ site.title }}

@@ -10,7 +10,7 @@

+ + ... + + From b32ec1c4193f964ea63068e435048bcdae6db02a Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Sat, 27 Apr 2024 20:30:10 +0100 Subject: [PATCH 041/189] Update about.md --- about.md | 12 +++++++----- 1 file changed, 7 insertions(+), 5 deletions(-) diff --git a/about.md b/about.md index cb82292d427..673e4dd203d 100644 --- a/about.md +++ b/about.md @@ -3,15 +3,17 @@ layout: page title: About --- -After years of experience as a Test Lead working on test strategy, planning, test management etc. I started working in cloud first, CI/CD projects and wanted to gain more experience in this field. -I joined a tech consultancy to gain hands on experience of test automation, test tools, CI/CD, NFR testing and more. -![Uploading image.png…]() +After years of experience as a Test Lead working on test strategy, planning, test management etc. I started working in cloud first, CI/CD projects and really enjoyed the more technical aspect to these projects. + +To further my knowledge and skills I joined a tech consultancy to gain hands on experience of test enginering, including automation, test tools, CI/CD, Non Functional testing and more. -//good exprience, learnt new skills and enjoy the developing new skills. -//test talks! +Working in succesuful, productive agile teams in CI/DO projects has given me a great insight into how automated testing fits into an effective project delivery, the role quality and testing plays in this and a technical understanding of the tools and technology involved. +![Uploading image.png…]() +LinkedIn: Daniel Phillips ## Testio Test blog +One of the rewarding aspects of a career on software testing is the collaborative and supportive nature of the industry, for example see the community at Ministry Of Testing, Test Talks and many other industry related meet ups. In sharing my experience and guides in ths blog I hope to contribute to this. This blog will cover some of the material I have found useful and practical, in the hope that other people will find it helpful. From 5337b292ba0f6a4db64f316b04916e3d70380175 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Sat, 27 Apr 2024 20:40:27 +0100 Subject: [PATCH 042/189] Update about.md --- about.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/about.md b/about.md index 673e4dd203d..be4b9ea9ba7 100644 --- a/about.md +++ b/about.md @@ -10,7 +10,8 @@ To further my knowledge and skills I joined a tech consultancy to gain hands on Working in succesuful, productive agile teams in CI/DO projects has given me a great insight into how automated testing fits into an effective project delivery, the role quality and testing plays in this and a technical understanding of the tools and technology involved. ![Uploading image.png…]() -LinkedIn: Daniel Phillips +
Daniel Phillips
+ ## Testio Test blog From 4748a385288bc7ba3fd9fed916e51ba5acdfa72a Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Sat, 27 Apr 2024 20:44:26 +0100 Subject: [PATCH 043/189] Update about.md --- about.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/about.md b/about.md index be4b9ea9ba7..8c8e0888e40 100644 --- a/about.md +++ b/about.md @@ -8,7 +8,8 @@ After years of experience as a Test Lead working on test strategy, planning, tes To further my knowledge and skills I joined a tech consultancy to gain hands on experience of test enginering, including automation, test tools, CI/CD, Non Functional testing and more. Working in succesuful, productive agile teams in CI/DO projects has given me a great insight into how automated testing fits into an effective project delivery, the role quality and testing plays in this and a technical understanding of the tools and technology involved. -![Uploading image.png…]() + +
Daniel Phillips
From 44a4e87d7be360391ed9207406a0cffa3d46f6dd Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Sat, 27 Apr 2024 20:54:03 +0100 Subject: [PATCH 044/189] Update about.md --- about.md | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/about.md b/about.md index 8c8e0888e40..4a1d6e1bde1 100644 --- a/about.md +++ b/about.md @@ -1,6 +1,6 @@ --- layout: page -title: About +title: About Me --- After years of experience as a Test Lead working on test strategy, planning, test management etc. I started working in cloud first, CI/CD projects and really enjoyed the more technical aspect to these projects. @@ -11,11 +11,12 @@ Working in succesuful, productive agile teams in CI/DO projects has given me a g +
Daniel Phillips
-## Testio Test blog +## About Testio Test blog -One of the rewarding aspects of a career on software testing is the collaborative and supportive nature of the industry, for example see the community at Ministry Of Testing, Test Talks and many other industry related meet ups. In sharing my experience and guides in ths blog I hope to contribute to this. -This blog will cover some of the material I have found useful and practical, in the hope that other people will find it helpful. +One of the rewarding aspects of a career on software testing is the collaborative and supportive nature of the industry, including many great blogs/websites (too many to mention here) and the brilliant groups such as Ministry of Testing and Test Talks (partically the meet ups :) ) I'v benefited a great deal from the meet ups, blogs talks and I'd like to use this blog to make my own small contrivution, so I hope you find it useful/of some interest. +Finally, as I'm based in Wales the word'Testio' is a slang/informal word fortesting in Welsh (I stress that's informal!) so I have a bi lingual blog title :) From 4e4d47bcd4d522c640bda0ccc84fe5f0fdb70bfb Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Sun, 28 Apr 2024 11:32:24 +0100 Subject: [PATCH 045/189] Update default.html --- _layouts/default.html | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/_layouts/default.html b/_layouts/default.html index f1bcfaac0ca..8732e6c84ee 100644 --- a/_layouts/default.html +++ b/_layouts/default.html @@ -11,9 +11,8 @@ {{ content }}

- + ... - From 6c417d8ab1bf5bd538226bd6c7d113a15e2a35bd Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Sun, 28 Apr 2024 11:33:40 +0100 Subject: [PATCH 046/189] Update default.html --- _layouts/default.html | 4 ---- 1 file changed, 4 deletions(-) diff --git a/_layouts/default.html b/_layouts/default.html index 8732e6c84ee..c4348947938 100644 --- a/_layouts/default.html +++ b/_layouts/default.html @@ -10,9 +10,5 @@
{{ content }}
- - - ... - From 1665c179dbfe8b3036fc07bad0b85a134502cec2 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Sun, 28 Apr 2024 18:21:06 +0100 Subject: [PATCH 047/189] Update sidebar.html --- _includes/sidebar.html | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/_includes/sidebar.html b/_includes/sidebar.html index 1639f6848aa..e8301b1d7b0 100644 --- a/_includes/sidebar.html +++ b/_includes/sidebar.html @@ -2,7 +2,7 @@

- + {{ site.title }}

@@ -10,7 +10,7 @@

From e73dc398726e3764fb166ebb6538b58b33703b01 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Sun, 28 Apr 2024 18:38:37 +0100 Subject: [PATCH 050/189] Update about.md --- about.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/about.md b/about.md index 4a1d6e1bde1..eee1de22818 100644 --- a/about.md +++ b/about.md @@ -19,4 +19,4 @@ Working in succesuful, productive agile teams in CI/DO projects has given me a g One of the rewarding aspects of a career on software testing is the collaborative and supportive nature of the industry, including many great blogs/websites (too many to mention here) and the brilliant groups such as Ministry of Testing and Test Talks (partically the meet ups :) ) I'v benefited a great deal from the meet ups, blogs talks and I'd like to use this blog to make my own small contrivution, so I hope you find it useful/of some interest. -Finally, as I'm based in Wales the word'Testio' is a slang/informal word fortesting in Welsh (I stress that's informal!) so I have a bi lingual blog title :) +Finally, as I'm based in Wales the word 'Testio' is a slang/informal word for testing in Welsh (emphasis on informal!) so I have a bi-lingual blog title :) From 174511ca784941495c6525311c71ebc6a96abec4 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Sun, 28 Apr 2024 18:43:36 +0100 Subject: [PATCH 051/189] Update about.md --- about.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/about.md b/about.md index eee1de22818..52678683705 100644 --- a/about.md +++ b/about.md @@ -7,7 +7,7 @@ After years of experience as a Test Lead working on test strategy, planning, tes To further my knowledge and skills I joined a tech consultancy to gain hands on experience of test enginering, including automation, test tools, CI/CD, Non Functional testing and more. -Working in succesuful, productive agile teams in CI/DO projects has given me a great insight into how automated testing fits into an effective project delivery, the role quality and testing plays in this and a technical understanding of the tools and technology involved. +Working in succesuful, productive agile teams in CI/CD projects has given me a great insight into how automated testing fits into an effective project delivery, the role quality and testing plays in this and a technical understanding of the tools and technology involved. @@ -17,6 +17,6 @@ Working in succesuful, productive agile teams in CI/DO projects has given me a g ## About Testio Test blog -One of the rewarding aspects of a career on software testing is the collaborative and supportive nature of the industry, including many great blogs/websites (too many to mention here) and the brilliant groups such as Ministry of Testing and Test Talks (partically the meet ups :) ) I'v benefited a great deal from the meet ups, blogs talks and I'd like to use this blog to make my own small contrivution, so I hope you find it useful/of some interest. +One of the rewarding aspects of a career on software testing is the wealth of collaboratiion an innovation in the testing comunnity, including many great blogs/websites (too many to mention here) and brilliant groups such as Ministry of Testing and Test Talks. I've benefited a great deal from the blogs, meet ups, industry talks and I'd like to use this blog to make my own small contribution, so I hope you find it useful/of some interest. Finally, as I'm based in Wales the word 'Testio' is a slang/informal word for testing in Welsh (emphasis on informal!) so I have a bi-lingual blog title :) From 18636d0762d4c26618cefa31d68b80d3d578252b Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Sun, 28 Apr 2024 18:45:45 +0100 Subject: [PATCH 052/189] Update default.html Change theme to blue --- _layouts/default.html | 2 ++ 1 file changed, 2 insertions(+) diff --git a/_layouts/default.html b/_layouts/default.html index c4348947938..01225fee72c 100644 --- a/_layouts/default.html +++ b/_layouts/default.html @@ -10,5 +10,7 @@
{{ content }}
+ + From 719d649bc539c6a5e6fa8cda3c4751fb2e5334d9 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Sun, 28 Apr 2024 18:47:32 +0100 Subject: [PATCH 053/189] Update default.html --- _layouts/default.html | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_layouts/default.html b/_layouts/default.html index 01225fee72c..4f60990713a 100644 --- a/_layouts/default.html +++ b/_layouts/default.html @@ -10,7 +10,7 @@
{{ content }}
- + From fc0db046a41124e472d738b28049eb17d251a855 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Sun, 28 Apr 2024 22:09:53 +0100 Subject: [PATCH 054/189] Update and rename 2024-04-24-firstPost.md to 2024-01-26-5W-Framework.md --- _posts/2024-01-26-5W-Framework.md | 59 +++++++++++++++++++++++++++++++ _posts/2024-04-24-firstPost.md | 7 ---- 2 files changed, 59 insertions(+), 7 deletions(-) create mode 100644 _posts/2024-01-26-5W-Framework.md delete mode 100644 _posts/2024-04-24-firstPost.md diff --git a/_posts/2024-01-26-5W-Framework.md b/_posts/2024-01-26-5W-Framework.md new file mode 100644 index 00000000000..0f010df57ce --- /dev/null +++ b/_posts/2024-01-26-5W-Framework.md @@ -0,0 +1,59 @@ +--- +layout: post +title: Use the 5W framework to get your own personal study plan from ChatGpt (or other LLM) +--- + + +Note: this blog post is a summary of a talk I have delivered to test groups. + +One of the most rewarding (and challenging) aspects of software testing is keeping up to date with the pace of change in the industry- from new test tools, changes in the technology stack or wider disruption (AI is a great example). + +Therefore the ability to self-learn and learn ‘on the job’ is a key skill for a software tester, and with that in mind I’ve found utilising the 5W framework invaluable to take advantage of what ChatGpt ) or any other large language model) can offer. + +### Why do we need a framework? + +This is a simple technique which forces us to think through what information and material we want out of the LLM. This will give us a structure to both our prompts, and the response we get back. + +### What is the 5W? + +This technique is from an excellent blog from Tina Huang, and is originally based on learning a programming language but is equally applicable to test related learning: + +Apply 5 W framework to get a more relevant response (the example used here is to learn Selenium): + +
    + +
  • Who? What role does ChatGPT have- e.g. tutor/trainer.
    • +
  • What? Do we want to learn? (e.g. Selenium web driver with Java).
    • +
  • When? Timeline, amount of time available.
    • +
  • Where? Online courses, videos or text based courses.
    • +
  • Why? What's the goal? (e.g. Automated testing using Java/Selenium).
    • + +Source:[Tina Huang – YouTube: How to learn to code FAST using ChatGPT (it's a game changer seriously)](https://www.youtube.com/watch?v=VznoKyh6AXs&list=LL&index=2&t=377s) +
+ +### 5W prompt example + +Based on this example, this gives us the following prompt to input into the LLM: + +Act as a coding tutor to create a study plan to help me learn Selenium using Java to be able to create automated tests for front end e-commerce systems. I can study for up to 6 hours a week for 8 weeks, and prefer interactive, example based free resources. +Suggest reliable web resources that can be easily found through a web search or by directly visiting the official websites. + + +The above style of prompt should give a structured plan based in the 5W what, in the timelines defined in the when. I’ve found this approach helpful when learning Cypress for example. + +### Do we need a framework? + +Some of the advantages of using this framework in ChatGPT (or another LLM): + +
    + +
  • Gives a structed plan, with suggested resources.
    • +
  • Its adaptable- if our focus or timelines change, we can change the study plan.
    • +
  • Relevant- we can add or remove topics/elements of the plan where necessary (not possible in an ‘off the shelf’ course)
    • +
+ +### Talks + +I’ve personally used this framework as part of our development and learning in BJSS Test & Assurance, and it’s the basis of a talk I’ve presented at [Test Talks Wales]( https://www.meetup.com/test-talks-wales/events/298323939/), and [Ministry of Testing Talks Newcastle](https://www.meetup.com/mot-newcastle/events/298859530/). + +If you have any questions of feedback based on this post or after a talk, do please get in touch. diff --git a/_posts/2024-04-24-firstPost.md b/_posts/2024-04-24-firstPost.md deleted file mode 100644 index 8bc99aff3d9..00000000000 --- a/_posts/2024-04-24-firstPost.md +++ /dev/null @@ -1,7 +0,0 @@ ---- -layout: post -title: What's Jekyll? ---- - -My first post will go here. - From 6658c838644d60803f05a4c350625f980712d881 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Sun, 28 Apr 2024 22:10:21 +0100 Subject: [PATCH 055/189] Create dummy.jpg --- _posts/images/dummy.jpg | 1 + 1 file changed, 1 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Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Sun, 28 Apr 2024 22:17:09 +0100 Subject: [PATCH 057/189] Update 2024-01-26-5W-Framework.md --- _posts/2024-01-26-5W-Framework.md | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/_posts/2024-01-26-5W-Framework.md b/_posts/2024-01-26-5W-Framework.md index 0f010df57ce..fd090961e98 100644 --- a/_posts/2024-01-26-5W-Framework.md +++ b/_posts/2024-01-26-5W-Framework.md @@ -41,6 +41,8 @@ Suggest reliable web resources that can be easily found through a web search or The above style of prompt should give a structured plan based in the 5W what, in the timelines defined in the when. I’ve found this approach helpful when learning Cypress for example. +![An example response, 'How to use ChatGPT for your own study plan', January 2024](/images/sampleResponse.jpg) + ### Do we need a framework? Some of the advantages of using this framework in ChatGPT (or another LLM): @@ -54,6 +56,11 @@ Some of the advantages of using this framework in ChatGPT (or another LLM): ### Talks +![Test Talks Wales, 'How to use ChatGPT for your own study plan', January 2024](/images/TTW_January2024.jpg) + + I’ve personally used this framework as part of our development and learning in BJSS Test & Assurance, and it’s the basis of a talk I’ve presented at [Test Talks Wales]( https://www.meetup.com/test-talks-wales/events/298323939/), and [Ministry of Testing Talks Newcastle](https://www.meetup.com/mot-newcastle/events/298859530/). +![MoT Newcastle Group, 'How to use ChatGPT for your own study plan', JMarch 2024](/images/MoT_Newcastle.jpg) + If you have any questions of feedback based on this post or after a talk, do please get in touch. 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2024-01-26-5W-Framework.md --- _posts/2024-01-26-5W-Framework.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_posts/2024-01-26-5W-Framework.md b/_posts/2024-01-26-5W-Framework.md index fd090961e98..a51a44ed6aa 100644 --- a/_posts/2024-01-26-5W-Framework.md +++ b/_posts/2024-01-26-5W-Framework.md @@ -1,6 +1,6 @@ --- layout: post -title: Use the 5W framework to get your own personal study plan from ChatGpt (or other LLM) +title: Use the 5W framework to get your own personal study plan from ChatGPT (or other LLM) --- From a3f65e1c9511ea0ad5fee3fc5a3bc42d24a445a3 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Mon, 29 Apr 2024 21:14:02 +0100 Subject: [PATCH 067/189] Update CNAME --- CNAME | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/CNAME b/CNAME index 77c1018ca7d..fdaf251b5b3 100644 --- a/CNAME +++ b/CNAME @@ -1 +1 @@ -hyde.getpoole.com \ No newline at end of file +testiotech.com \ No newline at end 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a/_posts/2024-01-26-5W-Framework.md +++ b/_posts/2024-01-26-5W-Framework.md @@ -69,4 +69,4 @@ If you have any questions of feedback based on this post or after a talk, do ple email2 -LI icon - small +LI icon - small From 41bc4af4c28f164defe1c3a17f3a325ed270cd40 Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Wed, 1 May 2024 10:27:43 +0100 Subject: [PATCH 075/189] Adding a cypress/PW post --- .../2023-10-28-compare-cypress-playwright.md | 64 ++++++++++++++----- 1 file changed, 49 insertions(+), 15 deletions(-) diff --git a/_posts/2023-10-28-compare-cypress-playwright.md b/_posts/2023-10-28-compare-cypress-playwright.md index 3f0a41bbcee..299a8259002 100644 --- a/_posts/2023-10-28-compare-cypress-playwright.md +++ b/_posts/2023-10-28-compare-cypress-playwright.md @@ -1,32 +1,66 @@ --- layout: post -title: Cypress versus Playwright- a simple UI example to compare. +title: Getting hands with test tools: Cypress versus Playwright --- -What's Cypress? -What's Playwright? +This post will give you a bit of a background int these widely used tools, some advice to get you up a running and a plan to let you try it for yourself. -How do we choose between the two? +Alongside Selenium, Cypress and Playwright are the test automation tools a test automation engineer are likely to come across. There is much discussion about the pros and cons of each tool, which is the most suitable for a given project etc. but you may want to try these tools, so this post will give some tips to get you up and running. -### A practical guide to installing and trying both tools to compare. +To evaluate these tools myself, I set up a repo to do some basic UI automation, one using Cypress the other Playwright to compare them side by side (I will add Selenium Webdriver soon). If you can set up these tools locally, you will be able to set up and run automated UI test, or if you wish to save time check out the material in the repo itself and run it. -Notes on installing Cypress. +### Setting up Cypress -Notes on installing playwright. +The documentation on installing Cypress itself is pretty user friendly: +https://docs.cypress.io/guides/getting-started/installing-cypress#System-requirements -Choose a system under test. +Tip: if on running 'npx cypress open' you see a 'Cypress Configuration Error', ensure you are running cypress from the right folder level, it needs to be in a folder above the cypress.conflig.js level to avoid any config errors. + +Once cypress is up and running in the browser, my approach was to follow the Getting Started page to set up the first 'E2E' test, and build on that to start covering the project plan. -### Mock test approach +https://docs.cypress.io/guides/end-to-end-testing/writing-your-first-end-to-end-test -Blazemeter. +#### Setting the baseURL -### Additional notes +This is very useful to not have to explicitly use the SUT url (e.g. www.blazemeter.com) when writing tests, we can define the baseUrl tin cypress.config.js in project root. Cypress calls this base url when '/' is used in an E2E test, e,g. -Hyde is by preference a forward-thinking project. In addition to the latest versions of Chrome, Safari (mobile and desktop), and Firefox, it is only compatible with Internet Explorer 9 and above. +cy.visit('/') // '/' uses the baseUrl in the cypress.config -### Summary +### Fixtures -Hyde is developed on and hosted with GitHub. Head to the GitHub repository for downloads, bug reports, and features requests. +A lot of our UI tests in this plan use the same user details info for each test, and rather than repeat those strings in each test, we can define a fixture file to store all our log in data, and reuse it in each test. -Thanks! +#### Example: + +In the fixtures file, the userDetails class contains user log in details: + +{ +"username": "test", +"password": "test", +"welcomeText": "Welcome test", +"name": "Sid Spendalot", +"country": "UK", +"city": "Testville", +"creditCard": "554433221", +"month": "April", +"year": "2023" +} + +This class is used in E2E tests, e.g. in E2EloginPurchases test file, we get the fixture file: + + //set up fixture file variables + cy.fixture('userDetails').then(function (userDetails) { + this.userDetails = userDetails + }) + +..and from that line on we can use the details from the fixture file in the test: + +```javascript def +cy.get("#loginusername") + .type(this.userDetails.username) + .should("have.value", this.userDetails.username); +``` + +To understand and set up fixtures, I recommend this guide: +https://testersdock.com/cypress-fixtures/ From 6b70b8e2cbb1b6e91169d842bdec69efd3c896dc Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Wed, 1 May 2024 14:58:47 +0100 Subject: [PATCH 076/189] Add gist snippet --- _posts/2023-10-28-compare-cypress-playwright.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/_posts/2023-10-28-compare-cypress-playwright.md b/_posts/2023-10-28-compare-cypress-playwright.md index 299a8259002..ec5bb911c1b 100644 --- a/_posts/2023-10-28-compare-cypress-playwright.md +++ b/_posts/2023-10-28-compare-cypress-playwright.md @@ -54,6 +54,8 @@ This class is used in E2E tests, e.g. in E2EloginPurchases test file, we get the this.userDetails = userDetails }) + + ..and from that line on we can use the details from the fixture file in the test: ```javascript def From 85727e520440ec89ca8917b98542654f62ded28b Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Wed, 1 May 2024 15:28:55 +0100 Subject: [PATCH 077/189] Update 2023-10-28-compare-cypress-playwright.md --- _posts/2023-10-28-compare-cypress-playwright.md | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/_posts/2023-10-28-compare-cypress-playwright.md b/_posts/2023-10-28-compare-cypress-playwright.md index ec5bb911c1b..031ecbb77eb 100644 --- a/_posts/2023-10-28-compare-cypress-playwright.md +++ b/_posts/2023-10-28-compare-cypress-playwright.md @@ -1,6 +1,6 @@ --- layout: post -title: Getting hands with test tools: Cypress versus Playwright +title: Getting hands with test tools- Cypress versus Playwright --- This post will give you a bit of a background int these widely used tools, some advice to get you up a running and a plan to let you try it for yourself. @@ -56,6 +56,9 @@ This class is used in E2E tests, e.g. in E2EloginPurchases test file, we get the + {% gist 2febfb086c687c0939edf2f1551e847b %} + + ..and from that line on we can use the details from the fixture file in the test: ```javascript def From 0eb006d2dddd074c63e7d0bf618febab87e34b75 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Wed, 1 May 2024 15:35:06 +0100 Subject: [PATCH 078/189] Update 2023-10-28-compare-cypress-playwright.md --- _posts/2023-10-28-compare-cypress-playwright.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_posts/2023-10-28-compare-cypress-playwright.md b/_posts/2023-10-28-compare-cypress-playwright.md index 031ecbb77eb..d633eea2c42 100644 --- a/_posts/2023-10-28-compare-cypress-playwright.md +++ b/_posts/2023-10-28-compare-cypress-playwright.md @@ -56,7 +56,7 @@ This class is used in E2E tests, e.g. in E2EloginPurchases test file, we get the - {% gist 2febfb086c687c0939edf2f1551e847b %} + {% gist 2febfb086c687c0939edf2f1551e847b#file-userdetails-json %} ..and from that line on we can use the details from the fixture file in the test: From 9e71b34bdfcf18ab1f2b7b9a604b87cbf7bd261d Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Wed, 1 May 2024 15:40:04 +0100 Subject: [PATCH 079/189] Update 2023-10-28-compare-cypress-playwright.md --- _posts/2023-10-28-compare-cypress-playwright.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/_posts/2023-10-28-compare-cypress-playwright.md b/_posts/2023-10-28-compare-cypress-playwright.md index d633eea2c42..0be40958903 100644 --- a/_posts/2023-10-28-compare-cypress-playwright.md +++ b/_posts/2023-10-28-compare-cypress-playwright.md @@ -58,6 +58,8 @@ This class is used in E2E tests, e.g. in E2EloginPurchases test file, we get the {% gist 2febfb086c687c0939edf2f1551e847b#file-userdetails-json %} + {{< gist dp2020-dev 2febfb086c687c0939edf2f1551e847b "gistshortcode" >}} + ..and from that line on we can use the details from the fixture file in the test: From 5f86298f71977bac93ad7d37c2c284b3fd09eb60 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Wed, 1 May 2024 15:44:58 +0100 Subject: [PATCH 080/189] Update 2023-10-28-compare-cypress-playwright.md --- _posts/2023-10-28-compare-cypress-playwright.md | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/_posts/2023-10-28-compare-cypress-playwright.md b/_posts/2023-10-28-compare-cypress-playwright.md index 0be40958903..d7436f74f5c 100644 --- a/_posts/2023-10-28-compare-cypress-playwright.md +++ b/_posts/2023-10-28-compare-cypress-playwright.md @@ -58,9 +58,15 @@ This class is used in E2E tests, e.g. in E2EloginPurchases test file, we get the {% gist 2febfb086c687c0939edf2f1551e847b#file-userdetails-json %} - {{< gist dp2020-dev 2febfb086c687c0939edf2f1551e847b "gistshortcode" >}} +Getter 1 + {% gist 2febfb086c687c0939edf2f1551e847b %} + +Getter 2 + + {{< gist dp2020-dev 2febfb086c687c0939edf2f1551e847b "gistshortcode" >}} + ..and from that line on we can use the details from the fixture file in the test: ```javascript def From 6a084c5e983d6fd573cd20fa26c71a10ee73b0ff Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Wed, 1 May 2024 15:45:30 +0100 Subject: [PATCH 081/189] Update 2023-10-28-compare-cypress-playwright.md --- _posts/2023-10-28-compare-cypress-playwright.md | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/_posts/2023-10-28-compare-cypress-playwright.md b/_posts/2023-10-28-compare-cypress-playwright.md index d7436f74f5c..022614ab8b7 100644 --- a/_posts/2023-10-28-compare-cypress-playwright.md +++ b/_posts/2023-10-28-compare-cypress-playwright.md @@ -61,11 +61,10 @@ This class is used in E2E tests, e.g. in E2EloginPurchases test file, we get the Getter 1 - {% gist 2febfb086c687c0939edf2f1551e847b %} +{% gist 2febfb086c687c0939edf2f1551e847b %} Getter 2 - - {{< gist dp2020-dev 2febfb086c687c0939edf2f1551e847b "gistshortcode" >}} +{{< gist dp2020-dev 2febfb086c687c0939edf2f1551e847b "gistshortcode" >}} ..and from that line on we can use the details from the fixture file in the test: From e0f0dd39ccf740e6482ed44af72c0d83eae6845e Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Wed, 1 May 2024 15:53:24 +0100 Subject: [PATCH 082/189] Update 2023-10-28-compare-cypress-playwright.md --- .../2023-10-28-compare-cypress-playwright.md | 25 +++---------------- 1 file changed, 3 insertions(+), 22 deletions(-) diff --git a/_posts/2023-10-28-compare-cypress-playwright.md b/_posts/2023-10-28-compare-cypress-playwright.md index 022614ab8b7..e82935b3001 100644 --- a/_posts/2023-10-28-compare-cypress-playwright.md +++ b/_posts/2023-10-28-compare-cypress-playwright.md @@ -49,30 +49,11 @@ In the fixtures file, the userDetails class contains user log in details: This class is used in E2E tests, e.g. in E2EloginPurchases test file, we get the fixture file: - //set up fixture file variables - cy.fixture('userDetails').then(function (userDetails) { - this.userDetails = userDetails - }) - - - - {% gist 2febfb086c687c0939edf2f1551e847b#file-userdetails-json %} - - - -Getter 1 {% gist 2febfb086c687c0939edf2f1551e847b %} -Getter 2 -{{< gist dp2020-dev 2febfb086c687c0939edf2f1551e847b "gistshortcode" >}} - -..and from that line on we can use the details from the fixture file in the test: +..and from that line on we can use the details from the fixture file in the test (i.e. the E2E test class is getting the userDetails.password & userDetails.username are those defined in the fixture file): -```javascript def -cy.get("#loginusername") - .type(this.userDetails.username) - .should("have.value", this.userDetails.username); -``` +{% gist dc6175465df73d5c706268bf8add1429 %} -To understand and set up fixtures, I recommend this guide: +In addition to Cypress documenttion, this blog proved useful in understand more about Cypress Fixtures: https://testersdock.com/cypress-fixtures/ From 92aeeeddcaee39bfb3d994b19e85cb2bcab3b089 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Wed, 1 May 2024 15:53:45 +0100 Subject: [PATCH 083/189] Update 2023-10-28-compare-cypress-playwright.md --- _posts/2023-10-28-compare-cypress-playwright.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_posts/2023-10-28-compare-cypress-playwright.md b/_posts/2023-10-28-compare-cypress-playwright.md index e82935b3001..44985702b40 100644 --- a/_posts/2023-10-28-compare-cypress-playwright.md +++ b/_posts/2023-10-28-compare-cypress-playwright.md @@ -55,5 +55,5 @@ This class is used in E2E tests, e.g. in E2EloginPurchases test file, we get the {% gist dc6175465df73d5c706268bf8add1429 %} -In addition to Cypress documenttion, this blog proved useful in understand more about Cypress Fixtures: +In addition to Cypress documention, this blog proved useful in understand more about Cypress Fixtures: https://testersdock.com/cypress-fixtures/ From f29c8a94a57c3dd747b89e8d0659b578715753c2 Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Wed, 1 May 2024 19:22:43 +0100 Subject: [PATCH 084/189] Updated to Cypress, add plan. --- .../2023-10-28-compare-cypress-playwright.md | 25 +++++++++++++++---- 1 file changed, 20 insertions(+), 5 deletions(-) diff --git a/_posts/2023-10-28-compare-cypress-playwright.md b/_posts/2023-10-28-compare-cypress-playwright.md index 44985702b40..3e934907e8a 100644 --- a/_posts/2023-10-28-compare-cypress-playwright.md +++ b/_posts/2023-10-28-compare-cypress-playwright.md @@ -3,18 +3,31 @@ layout: post title: Getting hands with test tools- Cypress versus Playwright --- -This post will give you a bit of a background int these widely used tools, some advice to get you up a running and a plan to let you try it for yourself. +This post will give you an insight into these widely used tools, some advice to get you up a running and a plan to let you try automating UI tests for yourself. -Alongside Selenium, Cypress and Playwright are the test automation tools a test automation engineer are likely to come across. There is much discussion about the pros and cons of each tool, which is the most suitable for a given project etc. but you may want to try these tools, so this post will give some tips to get you up and running. +Alongside Selenium, Cypress and Playwright are currently amongst the most widely used test automation tools. There is a lot of discussion about the pros and cons of each tool, which is the most suitable for a given project etc. but you may want to try these tools out for yourself, this post will help you to get up and running, and run some basic UI tests. -To evaluate these tools myself, I set up a repo to do some basic UI automation, one using Cypress the other Playwright to compare them side by side (I will add Selenium Webdriver soon). If you can set up these tools locally, you will be able to set up and run automated UI test, or if you wish to save time check out the material in the repo itself and run it. +To evaluate these tools myself, I set up a repo to do some basic UI automation, one using Cypress the other Playwright to compare them side by side (I will add Selenium Webdriver soon). If you can set up these tools locally, you will be able to follow and implement the simple test plan outlined below, or if you wish to save time check out the material in the repo itself and run it. + +### Test Plan + +To compare these test tools, I used the [5W]{https://testiotech.com/2024/01/26/5W-Framework/} approach in ChaGPT to come up with this outline: + +
    +
  • Page Loads: Ensure that specified page load correctly.
    • +
  • Navigation: Verify the navigation within the web shop.
    • +
  • Registered User Login: Test the login process for registered users.
    • +
  • Add to Basket and Checkout: Check the functionality of adding items to the basket and completing the checkout process.
    • +
+ +The system under test (S.U.T) has proven to be really useful but you of course may have a preferred alternative (generally we'll be covering an e-commerce transactions). ### Setting up Cypress The documentation on installing Cypress itself is pretty user friendly: https://docs.cypress.io/guides/getting-started/installing-cypress#System-requirements -Tip: if on running 'npx cypress open' you see a 'Cypress Configuration Error', ensure you are running cypress from the right folder level, it needs to be in a folder above the cypress.conflig.js level to avoid any config errors. +Tip: if on running 'npx cypress open' you see a 'Cypress Configuration Error', ensure you are running cypress from the right folder level, it needs to be in a folder above the cypress.config.js level to avoid any config errors. Once cypress is up and running in the browser, my approach was to follow the Getting Started page to set up the first 'E2E' test, and build on that to start covering the project plan. @@ -35,6 +48,7 @@ A lot of our UI tests in this plan use the same user details info for each test, In the fixtures file, the userDetails class contains user log in details: +{% highlight js %} { "username": "test", "password": "test", @@ -46,6 +60,7 @@ In the fixtures file, the userDetails class contains user log in details: "month": "April", "year": "2023" } +{% endhighlight %} This class is used in E2E tests, e.g. in E2EloginPurchases test file, we get the fixture file: @@ -55,5 +70,5 @@ This class is used in E2E tests, e.g. in E2EloginPurchases test file, we get the {% gist dc6175465df73d5c706268bf8add1429 %} -In addition to Cypress documention, this blog proved useful in understand more about Cypress Fixtures: +In addition to Cypress documentation, this blog proved useful in understand more about Cypress Fixtures: https://testersdock.com/cypress-fixtures/ From ae5779e2333d050f04941c405fdd9a18a4b0d4b2 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Wed, 1 May 2024 21:24:50 +0100 Subject: [PATCH 085/189] Update 2023-10-28-compare-cypress-playwright.md --- _posts/2023-10-28-compare-cypress-playwright.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_posts/2023-10-28-compare-cypress-playwright.md b/_posts/2023-10-28-compare-cypress-playwright.md index 3e934907e8a..aaedf7b60d3 100644 --- a/_posts/2023-10-28-compare-cypress-playwright.md +++ b/_posts/2023-10-28-compare-cypress-playwright.md @@ -11,7 +11,7 @@ To evaluate these tools myself, I set up a repo to do some basic UI automation, ### Test Plan -To compare these test tools, I used the [5W]{https://testiotech.com/2024/01/26/5W-Framework/} approach in ChaGPT to come up with this outline: +To compare these test tools, I used the [5W](https://testiotech.com/2024/01/26/5W-Framework/) approach in ChaGPT to come up with this outline:

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z&37m6UHYB;pEh9f5A1shEJE%Obf$6-wR~F$z<5u)LW;ce+Bat1vd`x&KyPuTyD@3$ zWgduo1}J1v0)R3QNO8QxM?wn4XBycENdkFP0V#T_qBCSY4H!M+Vlxu2ex+m-+l)0M2KY`|9fXYocs?Zs3PM4 literal 0 HcmV?d00001 From 373151183509a16241804a40e00fcf4c5b454446 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Sun, 28 Apr 2024 22:30:42 +0100 Subject: [PATCH 061/189] Update 2024-01-26-5W-Framework.md --- _posts/2024-01-26-5W-Framework.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_posts/2024-01-26-5W-Framework.md b/_posts/2024-01-26-5W-Framework.md index fd090961e98..b0e98496d24 100644 --- a/_posts/2024-01-26-5W-Framework.md +++ b/_posts/2024-01-26-5W-Framework.md @@ -61,6 +61,6 @@ Some of the advantages of using this framework in ChatGPT (or another LLM): I’ve personally used this framework as part of our development and learning in BJSS Test & Assurance, and it’s the basis of a talk I’ve presented at [Test Talks Wales]( https://www.meetup.com/test-talks-wales/events/298323939/), and [Ministry of Testing Talks Newcastle](https://www.meetup.com/mot-newcastle/events/298859530/). -![MoT Newcastle Group, 'How to use ChatGPT for your own study plan', JMarch 2024](/images/MoT_Newcastle.jpg) +![MoT Newcastle Group, 'How to use ChatGPT for your own study plan', JMarch 2024](/images/MoT_Newcastle.webp) If you have any questions of feedback based on this post or after a talk, do please get in touch. From 995a73a69011666a0ad12836fb16068466e473ce Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Sun, 28 Apr 2024 22:46:14 +0100 Subject: [PATCH 062/189] Update _config.yml --- _config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_config.yml b/_config.yml index 14320b6b075..f70376e413b 100644 --- a/_config.yml +++ b/_config.yml @@ -9,7 +9,7 @@ permalink: pretty # Setup title: Testio Tech tagline: 'A blog related to software testing' -description: 'Welcome to my blog related to software testing. Expect practical posts on test tools/methodologies, strategy and wider topics related to software testing.' +description: 'Welcome to my blog related to software testing.' url: https://dp2020-dev.github.io baseurl: From 1944054335cb1614576b3787c31c6be243f827a5 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Sun, 28 Apr 2024 22:49:12 +0100 Subject: [PATCH 063/189] Update 2024-01-26-5W-Framework.md --- _posts/2024-01-26-5W-Framework.md | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/_posts/2024-01-26-5W-Framework.md b/_posts/2024-01-26-5W-Framework.md index b0e98496d24..11ae1fc9288 100644 --- a/_posts/2024-01-26-5W-Framework.md +++ b/_posts/2024-01-26-5W-Framework.md @@ -6,9 +6,9 @@ title: Use the 5W framework to get your own personal study plan from ChatGpt (or Note: this blog post is a summary of a talk I have delivered to test groups. -One of the most rewarding (and challenging) aspects of software testing is keeping up to date with the pace of change in the industry- from new test tools, changes in the technology stack or wider disruption (AI is a great example). +One of the most rewarding (and challenging) aspects of software testing is keeping up to date with the pace of change in the industry- from new test tools, changes in the technology stack or wider disruption, e.g. AI is a great example. -Therefore the ability to self-learn and learn ‘on the job’ is a key skill for a software tester, and with that in mind I’ve found utilising the 5W framework invaluable to take advantage of what ChatGpt ) or any other large language model) can offer. +Therefore the ability to self-learn and learn ‘on the job’ is a key skill for a software tester, and with that in mind I’ve found utilising the 5W framework invaluable to take advantage of what ChatGpt or any other large language model (LLM) can offer. ### Why do we need a framework? @@ -16,9 +16,9 @@ This is a simple technique which forces us to think through what information and ### What is the 5W? -This technique is from an excellent blog from Tina Huang, and is originally based on learning a programming language but is equally applicable to test related learning: +This technique is from an excellent blog by Tina Huang, and is originally based on learning a programming language but is equally applicable to test related learning: -Apply 5 W framework to get a more relevant response (the example used here is to learn Selenium): +Apply 5 W framework to get a more relevant response (the example I've used here is to learn Selenium):

+ diff --git a/_layouts/page.html b/_layouts/page.html index 4e0d4ebf09e..dcfe33aa4d5 100644 --- a/_layouts/page.html +++ b/_layouts/page.html @@ -5,4 +5,12 @@

{{ page.title }}

{{ content }} + + + +
diff --git a/_layouts/post.html b/_layouts/post.html index 2a6c7c1d9d3..3595655ee05 100644 --- a/_layouts/post.html +++ b/_layouts/post.html @@ -12,14 +12,21 @@

{{ page.title }}

Related Posts

 + + + diff --git a/about.md b/about.md index d408f285212..e7ba5e3eb29 100644 --- a/about.md +++ b/about.md @@ -17,7 +17,7 @@ Working in successful, productive agile teams in CI/CD projects has given me a g One of the interesting challenges of working in software testing is keeping up to date with the pace of change in our industry- for example disruption from AI, new or evolving test tools, certifications and so on. This blog will cover some of the ways I stay on top of these changes, I hope it will be useful for others. -Finally, as I'm based in Wales the word 'Testio' is a slang/informal word for testing in Welsh (emphasis on informal!) so its a bi-lingual blog title! +Finally, as I'm based in Wales the word 'Testio' is a slang/informal word for testing in Welsh (emphasis on informal) so its a bi-lingual blog title! ## Contact Me From dd99ead30e85237b941eb60ffdcc192d73c09454 Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Tue, 21 May 2024 21:35:13 +0100 Subject: [PATCH 144/189] refactor --- _posts/2024-01-26-5W-Framework.md | 13 +++++-------- 1 file changed, 5 insertions(+), 8 deletions(-) diff --git a/_posts/2024-01-26-5W-Framework.md b/_posts/2024-01-26-5W-Framework.md index 34b630efca5..5b865cb0af5 100644 --- a/_posts/2024-01-26-5W-Framework.md +++ b/_posts/2024-01-26-5W-Framework.md @@ -3,16 +3,15 @@ layout: post title: Use the 5W framework to get your own personal study plan from ChatGPT (or other LLM) --- - Note: this blog post is a summary of a talk I have delivered to test groups. One of the most rewarding (and challenging) aspects of software testing is keeping up to date with the pace of change in the industry- from new test tools, changes in the technology stack or wider disruption, e.g. AI is a great example. -Therefore the ability to self-learn and learn ‘on the job’ is a key skill for a software tester, and with that in mind I’ve found utilising the 5W framework invaluable to take advantage of what ChatGpt or any other large language model (LLM) can offer. +Therefore the ability to self-learn and learn ‘on the job’ is a key skill for a software tester, and with that in mind I’ve found utilising the 5W framework invaluable to take advantage of what ChatGPT or any other large language model (LLM) can offer. ### Why do we need a framework? -This is a simple technique which forces us to think through what information and material we want out of the LLM. This will give us a structure to both our prompts, and the response we get back. +This is a simple technique which forces us to think through what information and material we want out of the LLM. This will give us a structure to both our prompts, and the response we get back. ### What is the 5W? @@ -20,6 +19,7 @@ This technique is from an excellent blog by Tina Huang, and is originally based Apply 5 W framework to get a more relevant response (the example I've used here is to learn Selenium): +
  • Who? What role does ChatGPT have- e.g. tutor/trainer.
    • @@ -36,10 +36,9 @@ Source: [Tina Huang – YouTube: How to learn to code FAST using ChatGPT (it's a Based on this example, this gives us the following prompt to input into the LLM: -Act as a coding tutor to create a study plan to help me learn Selenium using Java to be able to create automated tests for front end e-commerce systems. I can study for up to 6 hours a week for 8 weeks, and prefer interactive, example based free resources. +Act as a coding tutor to create a study plan to help me learn Selenium using Java to be able to create automated tests for front end e-commerce systems. I can study for up to 6 hours a week for 8 weeks, and prefer interactive, example based free resources. Suggest reliable web resources that can be easily found through a web search or by directly visiting the official websites. - The above style of prompt should give a structured plan based in the 5W what, in the timelines defined in the when. I’ve found this approach helpful when learning Cypress for example. ![An example response, 'How to use ChatGPT for your own study plan', January 2024](/images/sampleResponse.jpg) @@ -59,14 +58,12 @@ Some of the advantages of using this framework in ChatGPT (or another LLM): ![Test Talks Wales, 'How to use ChatGPT for your own study plan', January 2024](/images/TTW_January2024.jpg) - -As mentioned above I’ve personally used this framework as part of our development and learning in BJSS Test & Assurance, and it’s the basis of a talk I’ve presented at [Test Talks Wales]( https://www.meetup.com/test-talks-wales/events/298323939/), and [Ministry of Testing Talks Newcastle](https://www.meetup.com/mot-newcastle/events/298859530/). +As mentioned above I’ve personally used this framework as part of our development and learning in BJSS Test & Assurance, and it’s the basis of a talk I’ve presented at [Test Talks Wales](https://www.meetup.com/test-talks-wales/events/298323939/), and [Ministry of Testing Talks Newcastle](https://www.meetup.com/mot-newcastle/events/298859530/). ![MoT Newcastle Group, 'How to use ChatGPT for your own study plan', JMarch 2024](/images/MoT_Newcastle.webp) If you have any questions of feedback based on this post or after a talk, do please get in touch. - email2 LI icon - small From 42ff956a1c4d902cae9c04a19b056c74e7024ef4 Mon Sep 17 00:00:00 2001 From: dp2020-dev <62034298+dp2020-dev@users.noreply.github.com> Date: Wed, 22 May 2024 11:11:37 +0100 Subject: [PATCH 145/189] Move cloudflare tracker --- _layouts/default.html | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_layouts/default.html b/_layouts/default.html index 73ad62cb0bd..9b1bb9ed4fa 100644 --- a/_layouts/default.html +++ b/_layouts/default.html @@ -11,7 +11,7 @@ {{ content }} - + From 114bbc236da2ef62d4ccd4e60b6eb4b1acdc0545 Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Sun, 9 Jun 2024 18:15:29 +0100 Subject: [PATCH 146/189] Add utterances --- _layouts/default.html | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/_layouts/default.html b/_layouts/default.html index 4f60990713a..1fe47fa4c8c 100644 --- a/_layouts/default.html +++ b/_layouts/default.html @@ -13,4 +13,13 @@ + + + From c89d626d22f4e637fb495e4ce6f731e4a4d55f94 Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Sun, 9 Jun 2024 19:51:38 +0100 Subject: [PATCH 147/189] Moving utterances to posts not default --- _layouts/post.html | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/_layouts/post.html b/_layouts/post.html index 3595655ee05..ed365cce687 100644 --- a/_layouts/post.html +++ b/_layouts/post.html @@ -22,6 +22,16 @@

    {% endfor %}

+ + + +

Related Posts

    @@ -23,15 +32,6 @@

    {% endfor %}

- - From 7103b9ea561a67d2b3b4e8cbd721376e27db5320 Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Sun, 9 Jun 2024 20:21:47 +0100 Subject: [PATCH 150/189] Changing Utterances to Giscus for posts. --- _layouts/post.html | 16 ++++++++++++---- 1 file changed, 12 insertions(+), 4 deletions(-) diff --git a/_layouts/post.html b/_layouts/post.html index e13ce454a43..04fda691d41 100644 --- a/_layouts/post.html +++ b/_layouts/post.html @@ -9,10 +9,18 @@

{{ page.title }}

From 7204c1af702f67e0b4487ee21b7d54d8c8511449 Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Sun, 9 Jun 2024 20:31:38 +0100 Subject: [PATCH 151/189] Reformat 404 --- 404.html | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/404.html b/404.html index 4ec2c49281b..27f29eca85e 100644 --- a/404.html +++ b/404.html @@ -5,8 +5,12 @@ ---
-

404: Page not found - 404: Tudalen heb ei ddarganfod

-

Sorry, we've misplaced that URL or it's pointing to something that doesn't exist. Head back home to try finding it again. -
Mae'r URL ar goll! Ewch nol i'r hafan i drio eto. +

404: Page not found - Tudalen heb ei ddarganfod

+

+ Sorry, we've misplaced that URL or it's pointing to something that doesn't + exist. Head back home to try finding it + again.
+
Mae'r URL ar goll! + Ewch nol i'r hafan i drio eto.

From 224d55aa0c4aed16ed87a26802aeba76b716c2db Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Fri, 14 Jun 2024 10:38:02 +0100 Subject: [PATCH 152/189] Add link to South West Test talk. --- _posts/2024-01-26-5W-Framework.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_posts/2024-01-26-5W-Framework.md b/_posts/2024-01-26-5W-Framework.md index 5b865cb0af5..5a25c67d34d 100644 --- a/_posts/2024-01-26-5W-Framework.md +++ b/_posts/2024-01-26-5W-Framework.md @@ -58,7 +58,7 @@ Some of the advantages of using this framework in ChatGPT (or another LLM): ![Test Talks Wales, 'How to use ChatGPT for your own study plan', January 2024](/images/TTW_January2024.jpg) -As mentioned above I’ve personally used this framework as part of our development and learning in BJSS Test & Assurance, and it’s the basis of a talk I’ve presented at [Test Talks Wales](https://www.meetup.com/test-talks-wales/events/298323939/), and [Ministry of Testing Talks Newcastle](https://www.meetup.com/mot-newcastle/events/298859530/). +As mentioned above I’ve personally used this framework as part of our development and learning in BJSS Test & Assurance, and it’s the basis of a talk I’ve presented at [Test Talks Wales](https://www.meetup.com/test-talks-wales/events/298323939/), [South West Test](https://www.meetup.com/south-west-test/events/301151914/) and [Ministry of Testing Talks Newcastle](https://www.meetup.com/mot-newcastle/events/298859530/). ![MoT Newcastle Group, 'How to use ChatGPT for your own study plan', JMarch 2024](/images/MoT_Newcastle.webp) From 064c74e60733576de9a3790cc2734b639ec9610b Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Thu, 20 Jun 2024 22:41:06 +0100 Subject: [PATCH 153/189] Spelling correction. --- _posts/2023-10-28-compare-cypress-playwright.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_posts/2023-10-28-compare-cypress-playwright.md b/_posts/2023-10-28-compare-cypress-playwright.md index d4f82efe2e6..2f01424b6cc 100644 --- a/_posts/2023-10-28-compare-cypress-playwright.md +++ b/_posts/2023-10-28-compare-cypress-playwright.md @@ -89,7 +89,7 @@ In addition to Cypress documentation, this blog proved useful in understand more The time travel feature is effectively a record of the changing state of the system under test, which has proven to be invaluable to understand how the website behaves in response to our test inputs, and to debug. -Lets us the demonstrate this by looking at an E2E test that uses our baseUrl set in config, and some of our imported fixture data. +Lets the demonstrate this by looking at an E2E test that uses our baseUrl set in config, and some of our imported fixture data. ##### Example From 6bfca77d423276edd3f129b3d288d2a247547ada Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Thu, 20 Jun 2024 22:43:18 +0100 Subject: [PATCH 154/189] Sp. correction --- _posts/2023-10-28-compare-cypress-playwright.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_posts/2023-10-28-compare-cypress-playwright.md b/_posts/2023-10-28-compare-cypress-playwright.md index 2f01424b6cc..4a62d456439 100644 --- a/_posts/2023-10-28-compare-cypress-playwright.md +++ b/_posts/2023-10-28-compare-cypress-playwright.md @@ -89,7 +89,7 @@ In addition to Cypress documentation, this blog proved useful in understand more The time travel feature is effectively a record of the changing state of the system under test, which has proven to be invaluable to understand how the website behaves in response to our test inputs, and to debug. -Lets the demonstrate this by looking at an E2E test that uses our baseUrl set in config, and some of our imported fixture data. +Lets demonstrate this by looking at an E2E test that uses our baseUrl set in config, and some of our imported fixture data. ##### Example From 8bf2e7a3e1319b10cf255f4c37856d1a79c0a9ff Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Fri, 21 Jun 2024 20:23:50 +0100 Subject: [PATCH 155/189] Spelling and grammar, Setting up Cy and PW. --- _posts/2023-10-28-compare-cypress-playwright.md | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/_posts/2023-10-28-compare-cypress-playwright.md b/_posts/2023-10-28-compare-cypress-playwright.md index 4a62d456439..8a6767a04ac 100644 --- a/_posts/2023-10-28-compare-cypress-playwright.md +++ b/_posts/2023-10-28-compare-cypress-playwright.md @@ -9,7 +9,7 @@ Alongside Selenium, Cypress and Playwright are currently amongst the most widely To evaluate these tools myself, I set up [a Git repo](https://github.com/dp2020-dev/blazemeter-ecommerce-automated-tests) to do some basic UI automation, one using Cypress the other Playwright to compare them side by side (I will add Selenium Webdriver soon). If you can set up these tools locally, you will be able to follow and implement the simple test plan outlined below, or alternatively clone the material in the repo itself and run it. -> ⓘ For reference, I installed both tools on a Mac, and the system under test/code used was Javascript, however the instructions I link to cover Windows/Linux, other code bases etc. +> ⓘ For reference, I installed both tools on a Mac, and the system under test/code used was JavaScript. However, the instructions I link to cover Windows/Linux and other code bases. ### Test Plan @@ -22,7 +22,7 @@ To compare these test tools, I used the [5W](https://testiotech.com/2024/01/26/5
  • Add to Basket and Checkout: Check the functionality of adding items to the basket and completing the checkout process.
    • -The system under test used here ([https://www.demoblaze.com](https://www.demoblaze.com)) has proven to be really suited for e-commerce UI testing, but you of course may have a preferred alternative (generally we'll be covering standard e-commerce transactions). +The system under test used here ([https://www.demoblaze.com](https://www.demoblaze.com)) has proven to be well suited for e-commerce UI testing, but you of course may have a preferred alternative (generally we'll be covering standard e-commerce transactions). ### Setting up Cypress and run tests @@ -32,7 +32,7 @@ The documentation on installing Cypress itself is pretty user friendly, so rathe > ⓘ If you see a 'Cypress Configuration Error' when running 'npx cypress open' , ensure you are running cypress from the right folder level, it needs to be in a folder above the cypress.config.js level to avoid any config errors. -Provided the installation has been successful, my prefered approach is to open a command line/terminal in the project folder, and run: +Provided the installation has been successful, my preferred approach is to open a command line/terminal in the project folder, and run: {% highlight js %} npx cypress open @@ -46,7 +46,7 @@ Once cypress is up and running in the browser, my approach was to follow the Get #### Setting the baseURL -For UI tests its very useful to not have to explicitly use the url of the system under test (e.g. www.demoblaze.com). We can define the baseUrl in the cypress.config.js in project root. Cypress calls this base url when '/' is used in an E2E test, e.g. +For UI tests it's very useful to not have to explicitly use the url of the system under test (e.g. www.demoblaze.com). We can define the baseUrl in the cypress.config.js in project root. Cypress calls this base url when '/' is used in an E2E test, e.g. {% highlight js %} cy.visit('/') // uses the baseUrl (i.e. www.demoblaze.com in our example) in the cypress.config to open the url. @@ -83,17 +83,17 @@ This class is used in E2E tests, e.g. in E2EloginPurchases test file, we get the {% gist dc6175465df73d5c706268bf8add1429 %} In addition to Cypress documentation, this blog proved useful in understand more about Cypress Fixtures: -[https://testersdock.com/cypress-fixtures/(https://testersdock.com/cypress-fixtures/)] +[https://testersdock.com/cypress-fixtures/](https://testersdock.com/cypress-fixtures] #### Time Travel -The time travel feature is effectively a record of the changing state of the system under test, which has proven to be invaluable to understand how the website behaves in response to our test inputs, and to debug. +The time travel feature is effectively a record of the changing state of the system under test, which has proven to be invaluable in understanding how the website behaves in response to our test inputs and for debugging. Lets demonstrate this by looking at an E2E test that uses our baseUrl set in config, and some of our imported fixture data. ##### Example -The [E2Eloginpurchases](https://github.com/dp2020-dev/blazemeter-ecommerce-automated-tests/blob/main/cypress/e2e/E2EloginPurchases.cy.js) E2E test verifies the log in process works with a valid username/password, and checks a successful log in message appears on screen. +The [E2EloginPurchases](https://github.com/dp2020-dev/blazemeter-ecommerce-automated-tests/blob/main/cypress/e2e/E2EloginPurchases.cy.js) E2E test verifies the log in process works with a valid username/password, and checks a successful log in message appears on screen. ![Passing E2E run in Cypress browser view](/images/1_test_passes.png) From 7ae1582137a0b55b0e6d33aafc104758d3b108b4 Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Fri, 21 Jun 2024 20:30:09 +0100 Subject: [PATCH 156/189] Grammar check for 5W. --- _posts/2024-01-26-5W-Framework.md | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/_posts/2024-01-26-5W-Framework.md b/_posts/2024-01-26-5W-Framework.md index 5a25c67d34d..3f1027328e6 100644 --- a/_posts/2024-01-26-5W-Framework.md +++ b/_posts/2024-01-26-5W-Framework.md @@ -11,11 +11,11 @@ Therefore the ability to self-learn and learn ‘on the job’ is a key skill fo ### Why do we need a framework? -This is a simple technique which forces us to think through what information and material we want out of the LLM. This will give us a structure to both our prompts, and the response we get back. +This is a simple technique that forces us to think through what information and material we want from the LLM. This will give us a structure to both our prompts and the response we get back. ### What is the 5W? -This technique is from an excellent blog by Tina Huang, and is originally based on learning a programming language but is equally applicable to test related learning: +This technique is from an excellent blog by Tina Huang, and is originally based on learning a programming language but is equally applicable to test-related learning: Apply 5 W framework to get a more relevant response (the example I've used here is to learn Selenium): @@ -39,7 +39,7 @@ Based on this example, this gives us the following prompt to input into the LLM: Act as a coding tutor to create a study plan to help me learn Selenium using Java to be able to create automated tests for front end e-commerce systems. I can study for up to 6 hours a week for 8 weeks, and prefer interactive, example based free resources. Suggest reliable web resources that can be easily found through a web search or by directly visiting the official websites. -The above style of prompt should give a structured plan based in the 5W what, in the timelines defined in the when. I’ve found this approach helpful when learning Cypress for example. +The above style of prompt should give a structured plan based on the 5W what, in the timelines defined in the when. I’ve found this approach helpful when learning Cypress for example. ![An example response, 'How to use ChatGPT for your own study plan', January 2024](/images/sampleResponse.jpg) @@ -50,15 +50,15 @@ Some of the advantages of using this framework in ChatGPT (or another LLM):
    • Gives a structured plan, with suggested resources.
      • -
    • Its adaptable- if our focus or timelines change, we can change the study plan.
      • -
    • Relevant- we can add or remove topics/elements of the plan where necessary (not possible in an ‘off the shelf’ course)
      • +
    • It's adaptable- if our focus or timelines change, we can change the study plan.
      • +
    • Keeps it relevant- we can add or remove topics/elements of the plan where necessary (not possible in an ‘off the shelf’ course)
    ### Talks ![Test Talks Wales, 'How to use ChatGPT for your own study plan', January 2024](/images/TTW_January2024.jpg) -As mentioned above I’ve personally used this framework as part of our development and learning in BJSS Test & Assurance, and it’s the basis of a talk I’ve presented at [Test Talks Wales](https://www.meetup.com/test-talks-wales/events/298323939/), [South West Test](https://www.meetup.com/south-west-test/events/301151914/) and [Ministry of Testing Talks Newcastle](https://www.meetup.com/mot-newcastle/events/298859530/). +As mentioned above, I’ve used this framework both personally and as part of development and learning professionally in work, and it’s the basis of a talk I’ve presented at [Test Talks Wales](https://www.meetup.com/test-talks-wales/events/298323939/), [South West Test](https://www.meetup.com/south-west-test/events/301151914/) and [Ministry of Testing Talks Newcastle](https://www.meetup.com/mot-newcastle/events/298859530/). ![MoT Newcastle Group, 'How to use ChatGPT for your own study plan', JMarch 2024](/images/MoT_Newcastle.webp) From cf3e1babb04a69221f621ce701b4f91233c144ee Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Fri, 21 Jun 2024 20:36:26 +0100 Subject: [PATCH 157/189] Remove markdown code --- _posts/2024-01-26-5W-Framework.md | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/_posts/2024-01-26-5W-Framework.md b/_posts/2024-01-26-5W-Framework.md index 3f1027328e6..59b23e1ede9 100644 --- a/_posts/2024-01-26-5W-Framework.md +++ b/_posts/2024-01-26-5W-Framework.md @@ -18,7 +18,6 @@ This is a simple technique that forces us to think through what information and This technique is from an excellent blog by Tina Huang, and is originally based on learning a programming language but is equally applicable to test-related learning: Apply 5 W framework to get a more relevant response (the example I've used here is to learn Selenium): -
      @@ -27,7 +26,7 @@ Apply 5 W framework to get a more relevant response (the example I've used here
    • When? Timeline, amount of time available.
    • Where? Online courses, videos or text based courses.
    • Why? What's the goal? (e.g. Automated testing using Java/Selenium).
      • -       +
    Source: [Tina Huang – YouTube: How to learn to code FAST using ChatGPT (it's a game changer seriously)](https://www.youtube.com/watch?v=VznoKyh6AXs&list=LL&index=2&t=377s&themeRefresh=1) From cf03ad24b9be32ffff11648ee490ee6b73a50421 Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Wed, 3 Jul 2024 20:45:26 +0100 Subject: [PATCH 158/189] Change post title to emphasise other LLMs. --- _includes/sidebar.html | 2 +- _posts/2024-01-26-5W-Framework.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/_includes/sidebar.html b/_includes/sidebar.html index b11f177c28b..9b2bd728679 100644 --- a/_includes/sidebar.html +++ b/_includes/sidebar.html @@ -27,7 +27,7 @@

    {% endfor %} - 5W Framework for ChatGPT + 5W Framework for Generative AI AI900 AI Fundamentals Cypress versus Playwright Currently v{{ site.version }} diff --git a/_posts/2024-01-26-5W-Framework.md b/_posts/2024-01-26-5W-Framework.md index 59b23e1ede9..144ad19bb0d 100644 --- a/_posts/2024-01-26-5W-Framework.md +++ b/_posts/2024-01-26-5W-Framework.md @@ -1,6 +1,6 @@ --- layout: post -title: Use the 5W framework to get your own personal study plan from ChatGPT (or other LLM) +title: Use the 5W framework to get your own personal study plan from ChatGPT, Gemini, Copilot etc. or other LLM/Generative AI tool. --- Note: this blog post is a summary of a talk I have delivered to test groups. From 9ed27715baf5be889f635a0b275abd720a3f6952 Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Wed, 3 Jul 2024 20:48:04 +0100 Subject: [PATCH 159/189] Correction to 5W. --- _posts/2024-01-26-5W-Framework.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_posts/2024-01-26-5W-Framework.md b/_posts/2024-01-26-5W-Framework.md index 144ad19bb0d..0cc06af33f6 100644 --- a/_posts/2024-01-26-5W-Framework.md +++ b/_posts/2024-01-26-5W-Framework.md @@ -1,6 +1,6 @@ --- layout: post -title: Use the 5W framework to get your own personal study plan from ChatGPT, Gemini, Copilot etc. or other LLM/Generative AI tool. +title: Use the 5W framework to get your own personal study plan from ChatGPT, Gemini, Copilot or other LLM/Generative AI tool. --- Note: this blog post is a summary of a talk I have delivered to test groups. From ed08d1e89c2dfa24db1d1456daef64d5db1f52ec Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Sun, 8 Dec 2024 14:33:01 +0000 Subject: [PATCH 160/189] dbt expectations blog post --- _posts/2024-12-08-dbt-expectations.md | 15 +++++++++++++++ 1 file changed, 15 insertions(+) create mode 100644 _posts/2024-12-08-dbt-expectations.md diff --git a/_posts/2024-12-08-dbt-expectations.md b/_posts/2024-12-08-dbt-expectations.md new file mode 100644 index 00000000000..dd78e793012 --- /dev/null +++ b/_posts/2024-12-08-dbt-expectations.md @@ -0,0 +1,15 @@ +--- +layout: post +title: Using dbt Expectations as part of a dbt build. +--- + + + +[The Complete dbt (Data Build Tool) Bootcamp:](https://www.udemy.com/course/complete-dbt-data-build-tool-bootcamp-zero-to-hero-learn-dbt) +![Microsoft AI Fundamentals](/images/AI900.png) + +This course covers the theory and practical application of a data project using snowflake as the data warehouse, and the open source version of dbt. What was particularly relevant for a tester are the sections covering dbt expectations. + +In terms of the course itself and the exam, it has a thorough self learning path which along with the self practice exam is all you really need, but I can also definitely recommend [John Savill's AI-900 - Azure AI Fundamentals Study Guide](https://www.youtube.com/watch?v=E9aarWMLJw0) as a practical summary. + + From 3e93acf977495c91dfb15ac6f89ce13697c34350 Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Sun, 8 Dec 2024 14:36:17 +0000 Subject: [PATCH 161/189] Additional dbt content --- _posts/2024-12-08-dbt-expectations.md | 64 +++++++++++++++++++++++++-- 1 file changed, 61 insertions(+), 3 deletions(-) diff --git a/_posts/2024-12-08-dbt-expectations.md b/_posts/2024-12-08-dbt-expectations.md index dd78e793012..11a91b24372 100644 --- a/_posts/2024-12-08-dbt-expectations.md +++ b/_posts/2024-12-08-dbt-expectations.md @@ -8,8 +8,66 @@ title: Using dbt Expectations as part of a dbt build. [The Complete dbt (Data Build Tool) Bootcamp:](https://www.udemy.com/course/complete-dbt-data-build-tool-bootcamp-zero-to-hero-learn-dbt) ![Microsoft AI Fundamentals](/images/AI900.png) -This course covers the theory and practical application of a data project using snowflake as the data warehouse, and the open source version of dbt. What was particularly relevant for a tester are the sections covering dbt expectations. +This course covers the theory and practical application of a data project using snowflake as the data warehouse, and the open source version of dbt. What was particularly relevant for a tester are the sections covering dbt expectations. This post will explain at a high level what dbt expectations can do, how it can enable QA in a data ingestion/data transformation project rather than a hand on how to' guide (I can recommend the aforementioned Udemy course). -In terms of the course itself and the exam, it has a thorough self learning path which along with the self practice exam is all you really need, but I can also definitely recommend [John Savill's AI-900 - Azure AI Fundamentals Study Guide](https://www.youtube.com/watch?v=E9aarWMLJw0) as a practical summary. +Purpose of this post: - +Demand for data transformation testing- dbt is a widely used tool for data engineering + +What is dbt? + +What is dbt expectations? + +How is it used to test, and why? + +Using the dbt expectations package allows data to be verified in terms of quality and accuracy at specific stages of the transformation process. It includes built in tests including not_null, unique etc. and custom tests written in sql which can extend test coverage (see /tests/no_nulls_in_dim_listings for example.) + +When the package is imported etc. the tests are written in the schema.yml file. This is a breakdown of the examples in /models/schema.yml: + +Basic Expectations: + +not_null: Ensures that the column doesn't contain null values. +unique: Verifies that all values in the column are distinct. +Relationship Expectations: + +relationships: Checks if a foreign key relationship exists between two columns in different models. +Value-Based Expectations: + +accepted_values: Ensures that the column only contains specific values from a predefined list. +positive_value: Verifies that the column values are positive numbers. +Statistical Expectations: + +dbt_expectations.expect_table_row_count_to_equal_other_table: Compares the row count of two tables. +dbt_expectations.expect_column_values_to_be_of_type: Checks the data type of a column. +dbt_expectations.expect_column_quantile_values_to_be_between: Verifies that quantile values fall within a specific range. +dbt_expectations.expect_column_max_to_be_between: Ensures that the maximum value of a column is within a certain range. + +Example test: +Room_type, see screenshot. + +To run the tests in the schema: +dbt test +To run a specific test: +dbt test --select model:dim_listings_cleansed + +To debug, the standard tool is dbt test --debug, but the advice on the bootcamp course is to run the failing test to find the sql which failed. + +In a specific example, the failing sql code is run directly against the table (in Snowflake in this example) to find where exactly the failure is. + +Lineage Graph (Data Flow DAG) + +Source data in green -> dependencies + +Select what types of elements to include in the graph, refresh to only show selection + +To create: dbt docs generate +To open: dbt docs serve + +Opens docs based on .md (confirm this) + +For example: + +The lineage graph shows the flow of data in our tata warehouse, for instance we can see at a glance that dim_listings_cleansed is a cleansed dimension table based on the src_listings table. +Figure 1 Lineage Graph png + +By right clicking and checking documentation for dim_listings_cleansed, we can check all the tests we have in place for this stage of the transformation, for instance we can tell the the room_type test checks the type of room as per the description. While it takes some additional time to understand the how to set descriptions and how to link the schema.yml to the test files (I found I had to adhere closely to a set folder structure to get this to work), the benefit of having this lineage gr[ah and information are evidence- we can see what's tested where during the data transformation, and I feel it will save signicant time for someone picking up these tests to extend coverage/adapt. From a5a3969f2f1c2c3240c7628ff84cf83a7df4379f Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Sun, 8 Dec 2024 20:05:55 +0000 Subject: [PATCH 162/189] Additional material for blog post. --- _posts/2024-12-08-dbt-expectations.md | 65 ++++++++++++++++---------- images/gx_logo_horiz_color.png | Bin 0 -> 7478 bytes 2 files changed, 40 insertions(+), 25 deletions(-) create mode 100644 images/gx_logo_horiz_color.png diff --git a/_posts/2024-12-08-dbt-expectations.md b/_posts/2024-12-08-dbt-expectations.md index 11a91b24372..d9a789248f7 100644 --- a/_posts/2024-12-08-dbt-expectations.md +++ b/_posts/2024-12-08-dbt-expectations.md @@ -1,48 +1,63 @@ --- layout: post -title: Using dbt Expectations as part of a dbt build. +title: Using dbt expectations as part of a dbt build. --- - + The objective of the blog post is to give a practical overview of the data transformation testing tool Great Expectations/dbt expectations. + +### Why data testing? + +Having been involved in data transformations in the past (e.g. moving data from on prem to the Azure cloud) I'm aware of the potential complexity of ensuring the quality of data from source to target, verifying the transformations at each stage and maintaining data integrity. + +Given + +### Great Expectations + +[Great Expectations.io](https://greatexpectations.io/) and its open source version [dbt expectations](https://github.com/calogica/dbt-expectations) are frameworks that enable automated tests to be embedded in ingestion/transformation pipelines. + + + +This is a widely used tool in data engineering, and in order to try it out and evaluate this tool, I undertook the following Udemy course, the screenshots and material are based on this: [The Complete dbt (Data Build Tool) Bootcamp:](https://www.udemy.com/course/complete-dbt-data-build-tool-bootcamp-zero-to-hero-learn-dbt) ![Microsoft AI Fundamentals](/images/AI900.png) -This course covers the theory and practical application of a data project using snowflake as the data warehouse, and the open source version of dbt. What was particularly relevant for a tester are the sections covering dbt expectations. This post will explain at a high level what dbt expectations can do, how it can enable QA in a data ingestion/data transformation project rather than a hand on how to' guide (I can recommend the aforementioned Udemy course). +This course covers the theory and practical application of a data project using snowflake as the data warehouse, and the open source version of dbt. What was particularly relevant for a tester are the sections covering dbt expectations. This post will explain at a high level what dbt expectations can do, how it can enable QA in a data ingestion/data transformation project rather than a hand on how to' guide. -Purpose of this post: +### What is dbt expectations? -Demand for data transformation testing- dbt is a widely used tool for data engineering +dbt expectations is an open source package for dbt based on Great Expectations, to enable testing in a data warehouse. -What is dbt? + How is it used to test, and why? -What is dbt expectations? +Using the dbt expectations package allows data to be verified in terms of quality and accuracy at specific stages of the transformation process. It includes built in tests including not_null, unique etc. and custom tests written in sql which can extend test coverage (see /tests/no_nulls_in_dim_listings for example.) -How is it used to test, and why? +When the package is imported etc. the tests are written in the schema.yml file. This is a breakdown of the examples in [/models/schema.yml](https://github.com/dp2020-dev/completeDbtBootcamp/blob/main/models/schema.yml): -Using the dbt expectations package allows data to be verified in terms of quality and accuracy at specific stages of the transformation process. It includes built in tests including not_null, unique etc. and custom tests written in sql which can extend test coverage (see /tests/no_nulls_in_dim_listings for example.) +#### Basic Expectations: + +not_null: Ensures that the column doesn't contain null values. +unique: Verifies that all values in the column are distinct. + +#### Relationship Expectations: + +relationships: Checks if a foreign key relationship exists between two columns in different models. -When the package is imported etc. the tests are written in the schema.yml file. This is a breakdown of the examples in /models/schema.yml: +#### Value-Based Expectations: -Basic Expectations: +accepted_values: Ensures that the column only contains specific values from a predefined list. +positive_value: Verifies that the column values are positive numbers. -not_null: Ensures that the column doesn't contain null values. -unique: Verifies that all values in the column are distinct. -Relationship Expectations: +#### Statistical Expectations: -relationships: Checks if a foreign key relationship exists between two columns in different models. -Value-Based Expectations: +#### dbt_expectations. expect_table_row_count_to_equal_other_table: Compares the row count of two tables. -accepted_values: Ensures that the column only contains specific values from a predefined list. -positive_value: Verifies that the column values are positive numbers. -Statistical Expectations: +dbt_expectations.expect_column_values_to_be_of_type: Checks the data type of a column. +dbt_expectations.expect_column_quantile_values_to_be_between: Verifies that quantile values fall within a specific range. +dbt_expectations.expect_column_max_to_be_between: Ensures that the maximum value of a column is within a certain range. -dbt_expectations.expect_table_row_count_to_equal_other_table: Compares the row count of two tables. -dbt_expectations.expect_column_values_to_be_of_type: Checks the data type of a column. -dbt_expectations.expect_column_quantile_values_to_be_between: Verifies that quantile values fall within a specific range. -dbt_expectations.expect_column_max_to_be_between: Ensures that the maximum value of a column is within a certain range. +#### Example test: -Example test: Room_type, see screenshot. To run the tests in the schema: @@ -54,7 +69,7 @@ To debug, the standard tool is dbt test --debug, but the advice on the bootcamp In a specific example, the failing sql code is run directly against the table (in Snowflake in this example) to find where exactly the failure is. -Lineage Graph (Data Flow DAG) +### Lineage Graph (Data Flow DAG) Source data in green -> dependencies diff --git a/images/gx_logo_horiz_color.png b/images/gx_logo_horiz_color.png new file mode 100644 index 0000000000000000000000000000000000000000..8e493c87ec318753cfc94c50a9d52f24f447f95d GIT binary patch literal 7478 zcmV-69m(QSNk&F49RL7VMM6+kP&gnW9RL7uegK^TDhL9L06t+Xl13yVp`j`CT7ZBI z31e>je3?|~m7@8dO(sO|ztewSzbO7@s~^ce`u<{br=br^J(c}e_z%iIo!*51P z4gOpHYx^JM|8XxcAFSWD9`fJke_%bve{B0^`2ha6{xkpoV3(i=^1t~0nLoL|2OqiL zwO<0?u%G|>z(4!-YxMK`mua8jKfC_j_9=Ov+x}l z!oO$u0e&s~xBO@3PX*8b{RjFt{Gab%-@UEAi_I^ze!w5CKk)prJQV#$*aP{0_wW5b z;k|^v?*DK3ckR>kfAk-<9|6D4|F-|u^}_%E?hE&S|Npvo?T`QSZ4i~X4(xybVrxaO zCBx?G#u%2VFkYr>cZ#>mq_;M`jDtSM9fj#Vz_DBo~PZCE3kMHV{4z4`)1Ss4=o& zsy@AW9XL`0lg|F))LKL#-j;(H$Xj6)u_xCg>$M?F*wDMcrS?$9MGL0IoC&HfFV*T^F!v1&5-VLm zc{o|)-T$npn3m0k%Uo30SFj)dR9u$e51s7H87A6DAij(agF#%|Wg+6_L`N3as5#n4 zNW1FjRa~Mcud&&%n5do~srA#?+#KDtK%Rjv&3;&xS3vtNnsi&MQVgw{>EKx$5k~Q? zq&MKC@}b?|MCEcWD&twBmstvZ@P+Sf@FbR?XKh>ihGZS54hhnwpSQ+(+-HD!wHRhm z<{xte|Y+YBcE;39|KR8S2vcY2kDzUkWFxzJ*2iF#4U3Rh<_I zawda5I~|{DE}6E;nY`rqcsx&siSY1vJRQT=)VlnLN>29=;7+x>jdYe8CgX9q+-^4; zjmG0~xV!)W{{N`dc{qwJ0r{5ddZuTN8_1u)9D`jr=|z$Gq-V+$wv1EaS+(qY@nHh$ z4(QI^`@~lxxnTG9l3~@T3fDsf+z9=s|9lU1E#W-e-?OKK73yZeV*phf05Cs{SB~*t zZ6^y`PT};4P`wQ}Fo2*|$1_L6^tto?%oE9a+>-RINZYu(Lh4sgQRH>G# z0&Q*xB`Sg?5TA4v9IpbFi}@XkCbR}pv0`a|ZX_szYsovPhE+m!F+sr92O9uZ0x+Wt ztd&{?Qh)^Xyn#PUUWTH4=SgS(qJjI{U!Gn~=_cKLh352HF%^TB7j%T@GMO>pU1-R0 zMC|{A9mLhL5Sw5nf8-t;=;{EG?a)((^MMkMj4CB&@%Ig*tZndI%y{^ zekxe$9slJEY`lSbl>5;hr3r*rTMmW%vhl<0V5>nm!&^ovc^G8c+3aLaZPk0Dtz!AP zBnzhmo~O}Sd>#?D2hb&A3WCU6W*wXoP}=$OF?ey4Pq3NOq+x;?T}u`0V4wiYd=Z}+ zSSI~cQa~)uk9uPkZYwaQ4XbCz&` zu`1>~Fge0*frlS@1Pp0PpU($3U_Mn0;B_Q!U;iAZH9q<^UzDn2GuS<5Zr7GgL3ta7bc-3$Tu6`?{ z;lJuT?Km!8M2{8&Rk&>JHcQ`Nft8P4^|{##!n50EX#;gj{6$q-yqn5-M1UoTa#dWY2EdwB^m0*M?y zqjq0q=!Fat9`deaUg^?`j?xT0PyA(p6@C{WA*$!`N-wk~%9(Ea#VsH#DPmC7!h8FJ z4ul?pjei{CME+v#FEdG3j`clK{!>b8yXNGXvKPBI3kkBD%X;kgP=63Hs;%MJT)uk- zGLEC-pnEk8&Pvik|1dBtS!v-IuosajEZk*DfQ}zc3z=` zVCbxTX1Of1log=fRnx3q7RN~$Gz@-BxCXXwL%04j1RV&kIlS!QU{7Go)0Wg>!c`SR z;m^1q&`(!?=y&y9vlp=}r9KIoH#0ICC)qpoObvO%adE|JYi6$|t$W?WBf{=h)bIfI z-1)U;ql!zuZ!1peld`}{aYgI`&^}Vdb6qCvwe$y|6Q06X3?9NqsEuF5ok7s`M|dv> z*g|hW#%!_RF)4oc6tG~G+Q$;U2+6lK{rKXMJ@yXBo+49g@r3{rbG`Yz zPEZ*;K@f1Q@E!fWa2yg1MB82oWS(D!fVB$%KiiLV#a=;mpXPNGpP(FQS2XhR$N2BwRfEUP}SlQk8>`j zC|fbG#`DK||4ZB_WyCJDERLV!o~w$OD6F^AF* zYn9Y7pb2)ozGQIWd0ol=C+=_P+`)XcA8{8B_RUAYDZwecBGpNWhvFxT6Y%$yj(z8h z`vCw3F++|N0DXTT5#0-vy2dHJ>b_bdOK~#q{XJ!7)R2Nlv6^fSc}8Db*~dQHRq4?W z-!h&4A8Up4brhd;w7NnOU@YbJ25H0|+ z{}oEpoF4c&Mk2xvl&EAZ37>dUJ>7gD8B1Um5;Fx@F~Ui{+ngzv|5zD;5u^jiE@_h| zLd7JhCg^=K+#%w=tLBpil_3S>+(DVGtaoxd5=z2ujow+2vCdU7 zl=ZKt;D8E|1jm~vkxdbp&i?2YIBPA{{|P%Efs79wWU2aV*op&`KKIGtFd_ZC8*-Ui>QE=P_Es28>pm*?5?K8PpxDl^I*DY`5pBOG)q4?~k~ zAEDeg@ji`?5?LF%YL*%P-4z~$%h?R(k3#nR*(ItuZ1qW|cS<=V5so#uFBzZj+`Ey2 z0mkW|b38J&^W)XM=qeO;K(Vp&Wc*nyq9cU3vKtk%DqEW>fD13Cob*!GlzRKk_qmFE z+Du@WBWqJ@P2aI8JhuV!=1_y1REDOB(9ifB1lcA9 z2EJPV5gSub<2$Py5xpR{Z;#mz0j(xlQkLtX-R$%`tWEh&WfLF`yv_&&Vm_3rL8Uxh zjSnAyZve4z$Om@!IouUArmX|6EJj(S8^cn%CMbA_mH2aGp-uq{2GIhI>JKUR?`>+c zZfr}Lbzx1}kKLOMOA_-p0%6uh>rK%9hE9Erp}043&VYM#P}lbXUlX{Mxng0;dUDAV%Rk;`eFPg!t;uH^OKLMyMMF$m+Rv7$mdnD5)G z??XG=^nL8G);M#ZEm%magU8=Qfs3CL-$v#1%vY^Du!}emyzp&!)AyVyGi*>g=7Z+m zJ)aW4u}#>QEG={N7i{JmBtN`S%E$9`Oh&9-8!QSNl>M?`(2xSZebmD{4DHK2U>!Rk znYX=*p2`#!_j>m(n2%_UTXjTr*42=}r;2+JNk%3WD@e_2DAX>w4)vrn5GQ0Q6@i1a zCuykpT#hJRHmJ7__TH1tm*PlYTnS6!T!$S=<63->_(kVPnRJEOKAaXY3bp+*j!N=z zXllOc;2eud&~>fzhD%odnPHu~6$w?&OWONc@zm;C+T{1)566b}*HGZ-tZ`mynF?GD zU1ReHgz{3Fng+k3FalbL8!)>#S$LW~n5uTD=bp3<$PMYB@IkNGykVI+_ohgh!YNWk z?fX1-6m@S*7B?fM>W%%ng2kzzv86>xj~T*rvy|$)5B&`xSuKu zEBf3&EV#R+6=GWtcLzf47)yAHeoDi|!<@f&YVYY+aa6?Y_ z`!>r0(4cLw(osE3q4by%)`^P^_3RK;XtsdG$v#_lPXc}>H{VgG>|43QV6kIUioOD% zZHI8KUpN%2DbyP?Ag6783^#nr#=Yc@D=yVYG*xyEqVS=6pBxxwknov!d7(oD4}-xu z1hvK@dT{VI*$-9!lh5ZQB#nD@(JG=!)*sEmoF^bY|8mj^dzHK+NZguX(G!yW^S*a! 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What was particularly relevant for a tester are the sections covering dbt expectations. This post will explain at a high level what dbt expectations can do, how it can enable QA in a data ingestion/data transformation project rather than a hand on how to' guide. @@ -37,25 +37,25 @@ When the package is imported etc. the tests are written in the schema.yml file. #### Basic Expectations: -not_null: Ensures that the column doesn't contain null values. -unique: Verifies that all values in the column are distinct. +
  • not_null: Ensures that the column doesn't contain null values.
    • +
  • unique: Verifies that all values in the column are distinct.
    • #### Relationship Expectations: -relationships: Checks if a foreign key relationship exists between two columns in different models. +relationships: Checks if a foreign key relationship exists between two columns in different models. #### Value-Based Expectations: -accepted_values: Ensures that the column only contains specific values from a predefined list. -positive_value: Verifies that the column values are positive numbers. +
  • accepted_values: Ensures that the column only contains specific values from a predefined list.
    • +
  • positive_value: Verifies that the column values are positive numbers.
    • #### Statistical Expectations: -#### dbt_expectations. expect_table_row_count_to_equal_other_table: Compares the row count of two tables. +
  • dbt_expectations. expect_table_row_count_to_equal_other_table: Compares the row count of two tables.
    • -dbt_expectations.expect_column_values_to_be_of_type: Checks the data type of a column. -dbt_expectations.expect_column_quantile_values_to_be_between: Verifies that quantile values fall within a specific range. -dbt_expectations.expect_column_max_to_be_between: Ensures that the maximum value of a column is within a certain range. +dbt_expectations.expect_column_values_to_be_of_type: Checks the data type of a column. +
  • dbt_expectations.expect_column_quantile_values_to_be_between: Verifies that quantile values fall within a specific range.
    • +
  • dbt_expectations.expect_column_max_to_be_between: Ensures that the maximum value of a column is within a certain range.
    • #### Example test: diff --git a/images/dbtHeroUdemy.png b/images/dbtHeroUdemy.png new file mode 100644 index 0000000000000000000000000000000000000000..aaceef4f49ed9766f9e99aa5ab65a482e0e93aca GIT binary patch literal 135571 zcmeFZWmuGJyD$vWAR$P%C?MU<42?*4w{%H2Bi)QjcS?vzcS%bQ-60?_3?(phedAis z-uqeWJ-)S%_s9G1nd82>>&o*yud^?r)l}qhu_>^TkdSZ{Udd=6A)&#MkRBCaq9fkC z=Q0K%Aw5>Hla^Lfkd~%Xb91q_bF@N2dKI0li=n4ENRnfyL63?V_Ur|mG3pf--HR|1 z3BM;YFP&83V;z8?eh9bX|iSh!)wPNPk~1B|1{AYDFcP9mbF zMm8h2e=u2HMvAIwhm}rW+dP2S4WvF8At4dsy0)lsd=I^pNBU(Qtd)X~q>k+yOMa#C z!UUr_;jsv&YdxXO=eMMXYBFyKB%l_sYD1dWjGSRsUx_bZlWYw$$wto4efI%e5Dr zy4-w`xL;uUHRF0#BU~(~ZCI?oYbWHbeVUKO;y`HBaevplu(~ZD%5E6s0y@l=1 z_5=SC-?Gb3mQbbpeZngMw*@mvJ~P)VVo?;rvoJE>8kZ!_W_y z$DSq?$RC%?Cs37{SFQ_uDHu6xyi&i)0A#rwzJ+|hYF>L|in;XbL(06yK9?7sXt?pW zjB506-704BdaPbb(UH2#o593_e1`k)fWm4vKQpeb-z29eiOz|5i-I)HwqmWfSp^xq zGdxn1veJ_w8{ar1qWTgsv*c=xvW$(8)q+4;m5sXGC~L%F3)jhpa8V=x)Ah{_=z1tT z8|gO6{llt>8_TlA7|kRQ*Q9)ArLeS78+ 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zR89MLcKi2&4!CjuRp4g8t%N{kMhRZxNr5oy!07<^C2qiem-h(t03i)#Yz)%Ky9w zA_RVkxO3xQC&S;R`oAoALxG*G)I=gm@K3k>*Q^8mKP^sv3!GyS2>vg+cajCa8=_z4#cQG-OELp|K+-= zzh_ko3~^|&{%VW;zkA^C=XnkMl4G>6w12(Ozq~to4dB&{CbD;I{PW}bpVt4`g#YsB z{`&JjoABRm#s6%=e-qCC`4axy@6vz1g#YF&`~T`VK7l;IBj5iXxAzSN`1eNktxScq HY4HC6K_GR$ literal 0 HcmV?d00001 From db197750be2ce10ec95d57926c9c3f0c1ef4fdc3 Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Mon, 9 Dec 2024 19:02:01 +0000 Subject: [PATCH 165/189] Adding lineage graph image --- _posts/2024-12-08-dbt-expectations.md | 16 +++++++++------- images/dbt-dag-3.png | Bin 0 -> 255725 bytes 2 files changed, 9 insertions(+), 7 deletions(-) create mode 100644 images/dbt-dag-3.png diff --git a/_posts/2024-12-08-dbt-expectations.md b/_posts/2024-12-08-dbt-expectations.md index 7a866649888..6e965fec935 100644 --- a/_posts/2024-12-08-dbt-expectations.md +++ b/_posts/2024-12-08-dbt-expectations.md @@ -3,17 +3,13 @@ layout: post title: Using dbt expectations as part of a dbt build. --- - The objective of the blog post is to give a practical overview of the data transformation testing tool Great Expectations/dbt expectations. + The objective of the blog post is to give a practical overview of the data transformation testing tool Great Expectations (specifically the open source version dbt expectations. ### Why data testing? -Having been involved in data transformations in the past (e.g. moving data from on prem to the Azure cloud) I'm aware of the potential complexity of ensuring the quality of data from source to target, verifying the transformations at each stage and maintaining data integrity. +Having been involved in data transformations in the past (e.g. moving data from on prem to the Azure cloud) I'm aware of the potential complexity of ensuring the quality of data from multiple sources to target, verifying the transformations at each stage and maintaining data integrity. -Given - -### Great Expectations - -[Great Expectations.io](https://greatexpectations.io/) and its open source version [dbt expectations](https://github.com/calogica/dbt-expectations) are frameworks that enable automated tests to be embedded in ingestion/transformation pipelines. +In the context of these data testing challenges, [Great Expectations.io](https://greatexpectations.io/) and its open source version [dbt expectations](https://github.com/calogica/dbt-expectations) are frameworks that enable automated tests to be embedded in ingestion/transformation pipelines. ![Great Expectations logo', December 2024](/images/gx_logo_horiz_color.png) @@ -72,6 +68,12 @@ In a specific example, the failing sql code is run directly against the table (i ### Lineage Graph (Data Flow DAG) +In the sections above we've looked at practical tests in dbt expectations which can be embedded in the data transformation pipeline, they can also be featured in the 'lineage graph' alongside the source tables, dimension, fact tables etc. to show where and when the tests run, what table it relates to etc. + +Provided the test in question is included in the schema.yml and has a description value, we can see it included on the lineage graph generated by dbt: + +![dbt lineage graph](/images/dbt-dag-3.png) + Source data in green -> dependencies Select what types of elements to include in the graph, refresh to only show selection diff --git a/images/dbt-dag-3.png b/images/dbt-dag-3.png new file mode 100644 index 0000000000000000000000000000000000000000..100cc583e8d7ed59095b5867c5f3a7d2f13a362d GIT binary patch literal 255725 zcmeFZby$?$^FK~WhlB#sf`B58q;yH6sDQKx3(}oSNFyPF0uoC}2vSQ(mlD$5OZUQ( zyTG#W1AQKSp7+Pkb-lme-=ANu>xMln_kGTsnK|>CnKS1O(^OX^!oPu!hK5F@^g!+r z8X6%44eiP!TyPHMldqM=ElDalDcc1MR!Pg;#! zp>5lN-M>c?6Oy!=VJm}Q%FeS6+9BEDj<{LP&K_|yYcS}>E5U~YKG9_abCCl9Nt57F z+n1oJIgd>On?c0X2dhy~1RDkx?o~!9KQ#3J!$vBpFucntmFfTD(Tf3R^Zd43nf|Xv z#=VM*KBtzJ@P9`)F0S3w|M6sh4&{IKDg-M$?EmiR^XU>@PWQjjv`gv!_p9+zng2`s zbGdf^dpmz=s{UInyfjsprs{uj2QDr1rDgup;0K 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zS{euJ4cME3Gy{^w07x{mCBWXyA_mwSus2N#(JIx_BOqBovKZhNAXyB6w3JkH7eKO@ zMGQz5kSv-M0+L02;pT7abc#H?0}G4PuZFrh`@#Ds%w!s1a=_#a#0!uw20)^v^uJAN zfXJA^91s~GG6v!W5E%m?0U|>H_6A!=3=k^VI${7MnsqPGX=V`vk_9A-CWUC_dFc_5 zEFf77a0`$u20&U$s<{gwS8x(BeFZ!9iU|vJ5#cJl zd4gZ&sx6S&S;V|AJLKmAlo{xwinK7UG*CEnc97Y2zAj&Q(9XY@(1KXr?!3dPFB2e| PVKLM*)y>>x|KtAvv9XG^ literal 0 HcmV?d00001 From fc422cdf603739950bba398b7a614e8bd36aa6de Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Mon, 9 Dec 2024 19:39:15 +0000 Subject: [PATCH 166/189] add graph. --- _posts/2024-12-08-dbt-expectations.md | 22 +++++++--------------- 1 file changed, 7 insertions(+), 15 deletions(-) diff --git a/_posts/2024-12-08-dbt-expectations.md b/_posts/2024-12-08-dbt-expectations.md index 6e965fec935..77521dd9327 100644 --- a/_posts/2024-12-08-dbt-expectations.md +++ b/_posts/2024-12-08-dbt-expectations.md @@ -29,7 +29,7 @@ dbt expectations is an open source package for dbt based on Great Expectations, Using the dbt expectations package allows data to be verified in terms of quality and accuracy at specific stages of the transformation process. It includes built in tests including not_null, unique etc. and custom tests written in sql which can extend test coverage (see /tests/no_nulls_in_dim_listings for example.) -When the package is imported etc. the tests are written in the schema.yml file. This is a breakdown of the examples in [/models/schema.yml](https://github.com/dp2020-dev/completeDbtBootcamp/blob/main/models/schema.yml): +When the package is imported etc. the tests are written in the schema.yml file. This is a breakdown of the examples in [/models/schema.yml](https://github.com/dp2020-dev/completeDbtBootcamp/blob/main/models/schema.yml) #### Basic Expectations: @@ -68,24 +68,16 @@ In a specific example, the failing sql code is run directly against the table (i ### Lineage Graph (Data Flow DAG) -In the sections above we've looked at practical tests in dbt expectations which can be embedded in the data transformation pipeline, they can also be featured in the 'lineage graph' alongside the source tables, dimension, fact tables etc. to show where and when the tests run, what table it relates to etc. - -Provided the test in question is included in the schema.yml and has a description value, we can see it included on the lineage graph generated by dbt: +In the section above we've looked at practical tests in dbt expectations which can be embedded in the data transformation pipeline. These tests can be included on a really useful dbt feature, the 'lineage graph' alongside the source tables, dimension, fact tables etc. to show where and when the tests run, what table it relates to etc. ![dbt lineage graph](/images/dbt-dag-3.png) -Source data in green -> dependencies - -Select what types of elements to include in the graph, refresh to only show selection - -To create: dbt docs generate -To open: dbt docs serve - -Opens docs based on .md (confirm this) +Provided the test in question is included in the schema.yml and has a description value, it will be included in the correct part of the data transformation flow. For example: -The lineage graph shows the flow of data in our tata warehouse, for instance we can see at a glance that dim_listings_cleansed is a cleansed dimension table based on the src_listings table. -Figure 1 Lineage Graph png +The lineage graph shows the flow of data in our data warehouse, for instance we can see at a glance that {% highlight js %}dim_listings_cleansed{% endhighlight js %} is a cleansed dimension table based on the {% highlight js %}src_listings table.{% endhighlight js %} + +By right clicking and checking documentation for {% highlight js %} dim_listings_cleansed {% endhighlight js %} , we can check all the tests we have in place for this stage of the transformation, for instance we can tell the the {% highlight js %}room_type{% endhighlight js %} test checks the type of room as per the description. -By right clicking and checking documentation for dim_listings_cleansed, we can check all the tests we have in place for this stage of the transformation, for instance we can tell the the room_type test checks the type of room as per the description. While it takes some additional time to understand the how to set descriptions and how to link the schema.yml to the test files (I found I had to adhere closely to a set folder structure to get this to work), the benefit of having this lineage gr[ah and information are evidence- we can see what's tested where during the data transformation, and I feel it will save signicant time for someone picking up these tests to extend coverage/adapt. +While it takes some additional time to understand the how to set descriptions and how to link the schema.yml to the test files (I found I had to adhere closely to a set folder structure to get this to work), the benefit of having this lineage gr[ah and information are evidence- we can see what's tested where during the data transformation, and I feel it will save significant time for someone picking up these tests to extend coverage/adapt. From c15a24fea7a18dfc7507484d6561a68726b5fa3e Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Mon, 9 Dec 2024 19:52:09 +0000 Subject: [PATCH 167/189] Adding link to new post on sidebar --- _includes/sidebar.html | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_includes/sidebar.html b/_includes/sidebar.html index 9b2bd728679..9a4f96ea204 100644 --- a/_includes/sidebar.html +++ b/_includes/sidebar.html @@ -26,7 +26,7 @@

    {% endif %} {% endfor %} - + Data transformation testing with dbt-expectations 5W Framework for Generative AI AI900 AI Fundamentals Cypress versus Playwright From 2563e88cb7f7c84b46bf15e940ab8017e1bbc544 Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Mon, 9 Dec 2024 20:00:11 +0000 Subject: [PATCH 168/189] sp. correction. --- _includes/sidebar.html | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_includes/sidebar.html b/_includes/sidebar.html index 9a4f96ea204..ccf93a82128 100644 --- a/_includes/sidebar.html +++ b/_includes/sidebar.html @@ -26,7 +26,7 @@

    {% endif %} {% endfor %} - Data transformation testing with dbt-expectations + Data testing with dbt-expectations 5W Framework for Generative AI AI900 AI Fundamentals Cypress versus Playwright From b1dbb54854ad57dc08e1914ff95f7e937d73de9f Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Mon, 9 Dec 2024 20:17:09 +0000 Subject: [PATCH 169/189] updates to format. --- _posts/2024-12-08-dbt-expectations.md | 31 +++++++++++++++------------ 1 file changed, 17 insertions(+), 14 deletions(-) diff --git a/_posts/2024-12-08-dbt-expectations.md b/_posts/2024-12-08-dbt-expectations.md index 77521dd9327..d31d16dc983 100644 --- a/_posts/2024-12-08-dbt-expectations.md +++ b/_posts/2024-12-08-dbt-expectations.md @@ -12,16 +12,19 @@ Having been involved in data transformations in the past (e.g. moving data from In the context of these data testing challenges, [Great Expectations.io](https://greatexpectations.io/) and its open source version [dbt expectations](https://github.com/calogica/dbt-expectations) are frameworks that enable automated tests to be embedded in ingestion/transformation pipelines. -![Great Expectations logo', December 2024](/images/gx_logo_horiz_color.png) +![Great Expectations logo, December 2024](/images/gx_logo_horiz_color.png) -This is a widely used tool in data engineering, and in order to try it out and evaluate this tool, I undertook the following Udemy course, the screenshots and material are based on this: +This is a widely used tool in data engineering, and in order to try it out and evaluate this tool, I undertook the following Udemy course, the screenshots and material are based on this course which uses Snowflake, a command line/Terminal interface and Git. + -This course covers the theory and practical application of a data project using snowflake as the data warehouse, and the open source version of dbt. What was particularly relevant for a tester are the sections covering dbt expectations. This post will explain at a high level what dbt expectations can do, how it can enable QA in a data ingestion/data transformation project rather than a hand on how to' guide. +[The Complete dbt (Data Build Tool) Bootcamp:](https://www.udemy.com/course/complete-dbt-data-build-tool-bootcamp-zero-to-hero-learn-dbt) ![dbt bootcamp](/images/dbtHeroUdemy.png) -### What is dbt expectations? +This course covers the theory and practical application of a data project using snowflake as the data warehouse, and the open source version of dbt. What was particularly relevant for a tester are the sections covering [dbt expectations](https://hub.getdbt.com/calogica/dbt_expectations/latest/). This post will explain at a high level what dbt expectations can do, how it can enable QA in a data ingestion/data transformation project rather than a hand on how to' guide. + +## What is dbt expectations? dbt expectations is an open source package for dbt based on Great Expectations, to enable testing in a data warehouse. @@ -29,31 +32,31 @@ dbt expectations is an open source package for dbt based on Great Expectations, Using the dbt expectations package allows data to be verified in terms of quality and accuracy at specific stages of the transformation process. It includes built in tests including not_null, unique etc. and custom tests written in sql which can extend test coverage (see /tests/no_nulls_in_dim_listings for example.) -When the package is imported etc. the tests are written in the schema.yml file. This is a breakdown of the examples in [/models/schema.yml](https://github.com/dp2020-dev/completeDbtBootcamp/blob/main/models/schema.yml) +When the package is imported etc. the tests are written in the schema.yml file. This is a breakdown of the examples in [the schema file](https://github.com/dp2020-dev/completeDbtBootcamp/blob/main/models/schema.yml). -#### Basic Expectations: +### Basic Expectations:
  • not_null: Ensures that the column doesn't contain null values.
  • unique: Verifies that all values in the column are distinct.
    • -#### Relationship Expectations: +### Relationship Expectations: relationships: Checks if a foreign key relationship exists between two columns in different models. -#### Value-Based Expectations: +### Value-Based Expectations:
  • accepted_values: Ensures that the column only contains specific values from a predefined list.
  • positive_value: Verifies that the column values are positive numbers.
    • -#### Statistical Expectations: +### Statistical Expectations:
  • dbt_expectations. expect_table_row_count_to_equal_other_table: Compares the row count of two tables.
    • -dbt_expectations.expect_column_values_to_be_of_type: Checks the data type of a column. +
  • dbt_expectations.expect_column_values_to_be_of_type: Checks the data type of a column.
  • dbt_expectations.expect_column_quantile_values_to_be_between: Verifies that quantile values fall within a specific range.
    • -
  • dbt_expectations.expect_column_max_to_be_between: Ensures that the maximum value of a column is within a certain range.
    • +
  • dbt_expectations.expect_column_max_to_be_between: Ensures that the maximum value of a column is within a certain range.

    • -#### Example test: +### Example test:
    Room_type, see screenshot. @@ -66,7 +69,7 @@ To debug, the standard tool is dbt test --debug, but the advice on the bootcamp In a specific example, the failing sql code is run directly against the table (in Snowflake in this example) to find where exactly the failure is. -### Lineage Graph (Data Flow DAG) +## Lineage Graph (Data Flow DAG)
    In the section above we've looked at practical tests in dbt expectations which can be embedded in the data transformation pipeline. These tests can be included on a really useful dbt feature, the 'lineage graph' alongside the source tables, dimension, fact tables etc. to show where and when the tests run, what table it relates to etc. From db1fcb9bf52f965a7d1af658ec7199d6fcbd77d3 Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Mon, 9 Dec 2024 20:18:30 +0000 Subject: [PATCH 170/189] updated formatting --- _posts/2024-12-08-dbt-expectations.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/_posts/2024-12-08-dbt-expectations.md b/_posts/2024-12-08-dbt-expectations.md index d31d16dc983..38f856e5be4 100644 --- a/_posts/2024-12-08-dbt-expectations.md +++ b/_posts/2024-12-08-dbt-expectations.md @@ -79,8 +79,8 @@ Provided the test in question is included in the schema.yml and has a descriptio For example: -The lineage graph shows the flow of data in our data warehouse, for instance we can see at a glance that {% highlight js %}dim_listings_cleansed{% endhighlight js %} is a cleansed dimension table based on the {% highlight js %}src_listings table.{% endhighlight js %} +The lineage graph shows the flow of data in our data warehouse, for instance we can see at a glance that {% highlight js %}dim_listings_cleansed{% endhighlight js %} is a cleansed dimension table based on the `src_listings table`. -By right clicking and checking documentation for {% highlight js %} dim_listings_cleansed {% endhighlight js %} , we can check all the tests we have in place for this stage of the transformation, for instance we can tell the the {% highlight js %}room_type{% endhighlight js %} test checks the type of room as per the description. +By right clicking and checking documentation for {% highlight js %} dim_listings_cleansed {% endhighlight js %} , we can check all the tests we have in place for this stage of the transformation, for instance we can tell the the `room_type` test checks the type of room as per the description. -While it takes some additional time to understand the how to set descriptions and how to link the schema.yml to the test files (I found I had to adhere closely to a set folder structure to get this to work), the benefit of having this lineage gr[ah and information are evidence- we can see what's tested where during the data transformation, and I feel it will save significant time for someone picking up these tests to extend coverage/adapt. +While it takes some additional time to understand the how to set descriptions and how to link the schema.yml to the test files (I found I had to adhere closely to a set folder structure to get this to work), the benefit of having this lineage graph and information are evidence- we can see what's tested where during the data transformation, and I feel it will save significant time for someone picking up these tests to extend coverage/adapt. From 44d128ecab1473a1845d347ebd6a17171fdd0244 Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Mon, 9 Dec 2024 20:19:48 +0000 Subject: [PATCH 171/189] Updated formatting --- _posts/2024-12-08-dbt-expectations.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_posts/2024-12-08-dbt-expectations.md b/_posts/2024-12-08-dbt-expectations.md index 38f856e5be4..3a196a7b7be 100644 --- a/_posts/2024-12-08-dbt-expectations.md +++ b/_posts/2024-12-08-dbt-expectations.md @@ -81,6 +81,6 @@ For example: The lineage graph shows the flow of data in our data warehouse, for instance we can see at a glance that {% highlight js %}dim_listings_cleansed{% endhighlight js %} is a cleansed dimension table based on the `src_listings table`. -By right clicking and checking documentation for {% highlight js %} dim_listings_cleansed {% endhighlight js %} , we can check all the tests we have in place for this stage of the transformation, for instance we can tell the the `room_type` test checks the type of room as per the description. +By right clicking and checking documentation for `dim_listings_cleansed `, we can check all the tests we have in place for this stage of the transformation, for instance we can tell the the `room_type` test checks the type of room as per the description. While it takes some additional time to understand the how to set descriptions and how to link the schema.yml to the test files (I found I had to adhere closely to a set folder structure to get this to work), the benefit of having this lineage graph and information are evidence- we can see what's tested where during the data transformation, and I feel it will save significant time for someone picking up these tests to extend coverage/adapt. From 5fba87ed75cafa95c07b30126cdb1ea5cd0ff15a Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Mon, 9 Dec 2024 20:34:54 +0000 Subject: [PATCH 172/189] updates. --- _posts/2024-12-08-dbt-expectations.md | 14 +++++++++----- 1 file changed, 9 insertions(+), 5 deletions(-) diff --git a/_posts/2024-12-08-dbt-expectations.md b/_posts/2024-12-08-dbt-expectations.md index 3a196a7b7be..0b0bfdc54fb 100644 --- a/_posts/2024-12-08-dbt-expectations.md +++ b/_posts/2024-12-08-dbt-expectations.md @@ -11,8 +11,7 @@ Having been involved in data transformations in the past (e.g. moving data from In the context of these data testing challenges, [Great Expectations.io](https://greatexpectations.io/) and its open source version [dbt expectations](https://github.com/calogica/dbt-expectations) are frameworks that enable automated tests to be embedded in ingestion/transformation pipelines. - -![Great Expectations logo, December 2024](/images/gx_logo_horiz_color.png) +![Great Expectations logo, December 2024](./images/gx_logo_horiz_color.png) This is a widely used tool in data engineering, and in order to try it out and evaluate this tool, I undertook the following Udemy course, the screenshots and material are based on this course which uses Snowflake, a command line/Terminal interface and Git. @@ -36,26 +35,31 @@ When the package is imported etc. the tests are written in the schema.yml file. ### Basic Expectations: +
    • not_null: Ensures that the column doesn't contain null values.
    • unique: Verifies that all values in the column are distinct.
      • +
    ### Relationship Expectations: +
      relationships: Checks if a foreign key relationship exists between two columns in different models. +
    ### Value-Based Expectations: +
    • accepted_values: Ensures that the column only contains specific values from a predefined list.
    • positive_value: Verifies that the column values are positive numbers.
      • - +
    ### Statistical Expectations:
    - +
  • dbt_expectations. expect_table_row_count_to_equal_other_table: Compares the row count of two tables.
  • dbt_expectations.expect_column_values_to_be_of_type: Checks the data type of a column.
  • dbt_expectations.expect_column_quantile_values_to_be_between: Verifies that quantile values fall within a specific range.
  • dbt_expectations.expect_column_max_to_be_between: Ensures that the maximum value of a column is within a certain range.

    • - + ### Example test:
    Room_type, see screenshot. From 5a8049458fb651a303663d1049cb8799dd5791e2 Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Mon, 9 Dec 2024 21:32:38 +0000 Subject: [PATCH 173/189] Adding a lineage example. --- _posts/2024-12-08-dbt-expectations.md | 16 +++++++++------- images/docs_room_type_test.png | Bin 0 -> 723773 bytes images/lineage_right_click.png | Bin 0 -> 463009 bytes images/room_type_test_code.png | Bin 0 -> 73618 bytes 4 files changed, 9 insertions(+), 7 deletions(-) create mode 100644 images/docs_room_type_test.png create mode 100644 images/lineage_right_click.png create mode 100644 images/room_type_test_code.png diff --git a/_posts/2024-12-08-dbt-expectations.md b/_posts/2024-12-08-dbt-expectations.md index 0b0bfdc54fb..bbd205070e6 100644 --- a/_posts/2024-12-08-dbt-expectations.md +++ b/_posts/2024-12-08-dbt-expectations.md @@ -11,7 +11,7 @@ Having been involved in data transformations in the past (e.g. moving data from In the context of these data testing challenges, [Great Expectations.io](https://greatexpectations.io/) and its open source version [dbt expectations](https://github.com/calogica/dbt-expectations) are frameworks that enable automated tests to be embedded in ingestion/transformation pipelines. -![Great Expectations logo, December 2024](./images/gx_logo_horiz_color.png) +![Great Expectations logo, December 2024](/images/gx_logo_horiz_color.png) This is a widely used tool in data engineering, and in order to try it out and evaluate this tool, I undertook the following Udemy course, the screenshots and material are based on this course which uses Snowflake, a command line/Terminal interface and Git. @@ -43,7 +43,7 @@ When the package is imported etc. the tests are written in the schema.yml file. ### Relationship Expectations:
      -relationships: Checks if a foreign key relationship exists between two columns in different models. +
    • relationships: Checks if a foreign key relationship exists between two columns in different models.
    ### Value-Based Expectations: @@ -53,7 +53,7 @@ When the package is imported etc. the tests are written in the schema.yml file.
  • positive_value: Verifies that the column values are positive numbers.
    • ### Statistical Expectations:
    - + -
    • relationships: Checks if a foreign key relationship exists between two columns in different models.
    -
    • accepted_values: Ensures that the column only contains specific values from a predefined list.
    • positive_value: Verifies that the column values are positive numbers.
    +#### Example dbt-expectations test:
    + ### Built-in dbt-expectations Tests: +
    • dbt_expectations. expect_table_row_count_to_equal_other_table: Compares the row count of two tables.
      • @@ -50,14 +51,30 @@ When the package is imported etc. the tests are written in the schema.yml file.
    • dbt_expectations.expect_column_quantile_values_to_be_between: Verifies that quantile values fall within a specific range.
    • dbt_expectations.expect_column_max_to_be_between: Ensures that the maximum value of a column is within a certain range.

    -### Example test:
    +#### Example dbt-expectations test:
    To apply dbt expectation tests, the code is added to the schema.yml file , in the example below its used to check column type, expected values (including the quantile value to check values in the table are in an expected range), and a max value. We can also set if a failing test is a warning or an error. ![Great Expectations logo, December 2024](/images/dbtExpectSampleTests.png) -To briefly summarise the practical side of dbt test, they can be run in the command line, and there is a standard `dbt test --debug` command, but interestingly the course recommended more in depth debugging via running the sql test against the source table (e.g. in our example in Snowflake) and simplifying the test code to find exactly where it failed- a good approach for a complex failure. +### Built-in custom sql Tests: + +The third type of dbt test used in this project is a custom sql test. + +This simple sql custom test checks the dim_listings_cleansed' table for any listings with < 1 night. + +![Custom sql example- min nights](/images/dim_listings_min_nights.png) + +Custom tests sit outside the dbt core and dbt-expectactions tests and can +extend test coverage to cover edge cases. They are also flexible in enabling ad hoc testing to investigate +scenarios, or to be part of the CI/CD pipeline- see an example of how we can trace custom tests to the data lineage graph in the [lineage graph section.](#dag_lineage) + +## Debugging
    + +To briefly summarise the practical side of dbt test, they can be run in the command line, and there is a +standard `dbt test --debug` command, but interestingly the course recommended more in depth debugging +via running the sql test against the source table (e.g. in our example in Snowflake) and simplifying the test code to find exactly where it failed- a good approach for a complex failure. The documentation on how to run tests and debug is pretty clear and user friendly, see [About dbt debug command](https://docs.getdbt.com/reference/commands/debug) @@ -65,6 +82,8 @@ The documentation on how to run tests and debug is pretty clear and user friendl In the section above we've looked at practical tests in dbt-expectations which can be embedded in the data transformation pipeline. These tests can be included on a really useful dbt feature, the 'lineage graph' alongside the source tables, dimension, fact tables etc. to show where and when the tests run, what table it relates to etc. +     + ![dbt lineage graph](/images/dbt-dag-3.png) Provided test in question is included in the schema.yml and has a description value, it will be included in the correct part of the data transformation flow. diff --git a/images/dim_listings_min_nights.png b/images/dim_listings_min_nights.png new file mode 100644 index 0000000000000000000000000000000000000000..ee616394054df6f7e46227990ce93b4a00b9cc53 GIT binary patch literal 170877 zcmeEtWmH^E(=8ex5L}XAgS!WJcX#(-3GRavJh;2NyAA|`1P|^Ig2Uhz{0_FW5FyH8@kXd`@!P|uqA>IEajNqLj6$$!elK^88iYz>9P;zYpy)*p z*M<+$p_Civ2-J0+z)#iUy5t&&&_a163V1Z1JkXyIp;qY=2G5}ZLjXG#Hp8Nx1CrT9 zQ3R4IjdeM8Ta9&R_D)tKEaKt7Ur119X+nT;IH7vHGcb%X<+Sk^OaFQ`@>mftTCJVI zsxw9}GD%YqhrL3uOm_TZqQdstyQvU%_<#}PiYW7(7+8vz+EqqZPpMH)`e%-bqE7Q) 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From eceadddff7b7d740de5218e6c7b318d2bbe767b1 Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Sun, 15 Dec 2024 19:35:58 +0000 Subject: [PATCH 180/189] Adding an image. --- _posts/2024-12-08-dbt-expectations.md | 12 ++++++------ images/example_dbt_core_test.png | Bin 0 -> 121507 bytes 2 files changed, 6 insertions(+), 6 deletions(-) create mode 100644 images/example_dbt_core_test.png diff --git a/_posts/2024-12-08-dbt-expectations.md b/_posts/2024-12-08-dbt-expectations.md index d1ab8db22c3..b92f3ed515e 100644 --- a/_posts/2024-12-08-dbt-expectations.md +++ b/_posts/2024-12-08-dbt-expectations.md @@ -3,7 +3,8 @@ layout: post title: Using dbt-expectations as part of a dbt build. --- - The objective of the blog post is to give a practical overview of the data transformation testing tool Great Expectations (specifically the open source version dbt-expectations. + In order to evaluate and give an overview of dbt-expectations, this dbt project is based on a dbt data build course (more info below). The post gives a summary of the different types of data tests applied to the data transformation, with examples and explanations as to what's being tested and how. + ### Why data testing? @@ -25,7 +26,7 @@ dbt-expectations is an open source python package for dbt based on Great Expecta This allows us to extend the coverage of the dbt core built in tests) using a range of tests within the package. The examples below include the built in tests, dbt-expecations tests, these tests are written in the schema.yml file. This is a breakdown of the examples in [the schema file](https://github.com/dp2020-dev/completeDbtBootcamp/blob/main/models/schema.yml). -In addition to these tests captured in schema file, we also have customer sql tests (exampel below). +In addition to these tests captured in schema file, we also have customer sql tests (example below). ### Built-in dbt Tests: @@ -40,7 +41,6 @@ In addition to these tests captured in schema file, we also have customer sql te
  • accepted_values: Ensures that the column only contains specific values from a predefined list.
  • positive_value: Verifies that the column values are positive numbers.
    • -#### Example dbt-expectations test:
    ### Built-in dbt-expectations Tests: @@ -60,15 +60,15 @@ To apply dbt expectation tests, the code is added to the schema.yml file ### Built-in custom sql Tests: -The third type of dbt test used in this project is a custom sql test. +The third type of dbt test used in this project is a custom sql test. -This simple sql custom test checks the dim_listings_cleansed' table for any listings with < 1 night. +This simple sql custom test checks the 'dim_listings_cleansed' table for any listings with < 1 night. ![Custom sql example- min nights](/images/dim_listings_min_nights.png) Custom tests sit outside the dbt core and dbt-expectactions tests and can extend test coverage to cover edge cases. They are also flexible in enabling ad hoc testing to investigate -scenarios, or to be part of the CI/CD pipeline- see an example of how we can trace custom tests to the data lineage graph in the [lineage graph section.](#dag_lineage) +scenarios, or to be part of the CI/CD pipeline- see an example of how we can trace the `dim_listings_min_nights` custom rest on the data lineage graph in the [lineage graph section.](#dag_lineage) ## Debugging
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From 1c8829de3dafd81053f77c5b3570cb2106e05b88 Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Mon, 16 Dec 2024 21:28:53 +0000 Subject: [PATCH 181/189] Revised debugging section --- _posts/2024-12-08-dbt-expectations.md | 19 ++++++++++--------- 1 file changed, 10 insertions(+), 9 deletions(-) diff --git a/_posts/2024-12-08-dbt-expectations.md b/_posts/2024-12-08-dbt-expectations.md index b92f3ed515e..a2c5a87019c 100644 --- a/_posts/2024-12-08-dbt-expectations.md +++ b/_posts/2024-12-08-dbt-expectations.md @@ -3,28 +3,30 @@ layout: post title: Using dbt-expectations as part of a dbt build. --- - In order to evaluate and give an overview of dbt-expectations, this dbt project is based on a dbt data build course (more info below). The post gives a summary of the different types of data tests applied to the data transformation, with examples and explanations as to what's being tested and how. + The post gives a summary of the different types of data tests applied to the data transformation including dbt-expectations. The content is based on a [dbt bootcamp course](#dbt_bootcamp), with examples and explanations as to what's being tested and how. +[dbt Complete Bootcamp](https://github.com/dp2020-dev/completeDbtBootcamp) + ### Why data testing? From my experience with data transformation projects in the past (e.g. moving data from on prem to the Azure cloud) I'm aware of the challenges of ensuring the quality of data taken from multiple sources into target tables, the transformations at each stage and maintaining this quality continuously in a CI/CD delivery. This complexity makes manual testing onerous (especially given the transformations are likely to be part of an automated pipeline), and quality issues can erode the stakeholder's confidence in the end data. -In the context of these data testing challenges, [Great Expectations.io](https://greatexpectations.io/) and its open source version [dbt-expectations](https://github.com/calogica/dbt-expectations) are frameworks that enable automated tests to be embedded in data ingestion/transformation pipelines. +In the context of these data testing challenges, [Great Expectations.io](https://greatexpectations.io/) and the dbt-specific version [dbt-expectations](https://github.com/calogica/dbt-expectations) are frameworks that enable automated tests to be embedded in data ingestion/transformation pipelines. ![Great Expectations logo, December 2024](/images/gx_logo_horiz_color.png) In order to try it out and evaluate this tool, I undertook the following Udemy course, the screenshots and material are based on this course which uses Snowflake, a command line/Terminal interface and Git. - + [The Complete dbt (Data Build Tool) Bootcamp:](https://www.udemy.com/course/complete-dbt-data-build-tool-bootcamp-zero-to-hero-learn-dbt) ![dbt bootcamp](/images/dbtHeroUdemy.png) This course covers the theory and practical application of a data project using snowflake as the data warehouse, and the open source version of dbt. What was particularly relevant for a tester are the sections covering [dbt expectations](https://hub.getdbt.com/calogica/dbt_expectations/latest/). This post will explain what dbt expectations can do, alongside some practical examples of how it can be applied to a data transformation project. ## What is dbt-expectations? -dbt-expectations is an open source python package for dbt based on Great Expectations, and enables integrated tests in a data warehouse. +dbt-expectations is an open source python package for dbt based on Great Expectations, and enables integrated tests in data warehouses supported by dbt. -This allows us to extend the coverage of the dbt core built in tests) using a range of tests within the package. The examples below include the built in tests, dbt-expecations tests, these tests are written in the schema.yml file. This is a breakdown of the examples in [the schema file](https://github.com/dp2020-dev/completeDbtBootcamp/blob/main/models/schema.yml). +This allows us to extend the coverage of the dbt core built in tests) using a range of tests within the package. The examples below include the built in tests, dbt-expectations tests, these tests are written in the schema.yml file. This is a breakdown of the examples in [the schema file](https://github.com/dp2020-dev/completeDbtBootcamp/blob/main/models/schema.yml). In addition to these tests captured in schema file, we also have customer sql tests (example below). @@ -72,11 +74,10 @@ scenarios, or to be part of the CI/CD pipeline- see an example of how we can tra ## Debugging
    -To briefly summarise the practical side of dbt test, they can be run in the command line, and there is a -standard `dbt test --debug` command, but interestingly the course recommended more in depth debugging -via running the sql test against the source table (e.g. in our example in Snowflake) and simplifying the test code to find exactly where it failed- a good approach for a complex failure. +Running `dbt test --debug` command will run all the sql tests against the database connections, the console logs all the test names and the results. However to dig into why a given test failed, +its possible to run the actual sql test against the source table (e.g. in this project in Snowflake) and simplifying the test code to find exactly where it failed- a good approach for a complex failure. -The documentation on how to run tests and debug is pretty clear and user friendly, see [About dbt debug command](https://docs.getdbt.com/reference/commands/debug) +The documentation on how to run tests and debug is clear and user friendly, see [About dbt debug command](https://docs.getdbt.com/reference/commands/debug) ## Lineage Graph (Data Flow DAG)
    From eb64edc26759118f854ec6b6c87a5175fd747238 Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Fri, 20 Dec 2024 13:19:57 +0000 Subject: [PATCH 182/189] Revise post. --- _posts/2024-12-08-dbt-expectations.md | 21 +++++++++++---------- 1 file changed, 11 insertions(+), 10 deletions(-) diff --git a/_posts/2024-12-08-dbt-expectations.md b/_posts/2024-12-08-dbt-expectations.md index a2c5a87019c..fb8a9e5bdf9 100644 --- a/_posts/2024-12-08-dbt-expectations.md +++ b/_posts/2024-12-08-dbt-expectations.md @@ -3,10 +3,10 @@ layout: post title: Using dbt-expectations as part of a dbt build. --- - The post gives a summary of the different types of data tests applied to the data transformation including dbt-expectations. The content is based on a [dbt bootcamp course](#dbt_bootcamp), with examples and explanations as to what's being tested and how. + The post gives a summary of the different types of data tests applied to the data transformation including dbt-expectations. The content is based on a [dbt bootcamp course](#dbt_bootcamp), with examples and explanations as to what's being tested and how. The examples in this post are also available in Github: -[dbt Complete Bootcamp](https://github.com/dp2020-dev/completeDbtBootcamp) +[dbt Complete Bootcamp repo.](https://github.com/dp2020-dev/completeDbtBootcamp){:target="\_blank"} ### Why data testing? @@ -16,19 +16,20 @@ In the context of these data testing challenges, [Great Expectations.io](https:/ ![Great Expectations logo, December 2024](/images/gx_logo_horiz_color.png) -In order to try it out and evaluate this tool, I undertook the following Udemy course, the screenshots and material are based on this course which uses Snowflake, a command line/Terminal interface and Git. +The following Udemy 'bootcamp' course was an excellent introduction to dbt and its test tools, and the screenshots and material in this post are based on this course: + [The Complete dbt (Data Build Tool) Bootcamp:](https://www.udemy.com/course/complete-dbt-data-build-tool-bootcamp-zero-to-hero-learn-dbt) ![dbt bootcamp](/images/dbtHeroUdemy.png) -This course covers the theory and practical application of a data project using snowflake as the data warehouse, and the open source version of dbt. What was particularly relevant for a tester are the sections covering [dbt expectations](https://hub.getdbt.com/calogica/dbt_expectations/latest/). This post will explain what dbt expectations can do, alongside some practical examples of how it can be applied to a data transformation project. +The boot camp covers the theory and practical application of a data project using snowflake as the data warehouse, and the open source version of dbt. What was particularly relevant for a tester are the sections covering [dbt expectations](https://hub.getdbt.com/calogica/dbt_expectations/latest/). This post will explain what dbt expectations can do, alongside some practical examples of how it can be applied to a data transformation project. ## What is dbt-expectations? dbt-expectations is an open source python package for dbt based on Great Expectations, and enables integrated tests in data warehouses supported by dbt. -This allows us to extend the coverage of the dbt core built in tests) using a range of tests within the package. The examples below include the built in tests, dbt-expectations tests, these tests are written in the schema.yml file. This is a breakdown of the examples in [the schema file](https://github.com/dp2020-dev/completeDbtBootcamp/blob/main/models/schema.yml). +This allows us to extend the coverage of the dbt core (i.e. the built in tests) using a range of tests within the package. The examples below include the built in tests, dbt-expectations tests and custom sql tests (effectively macros). These tests are written in the schema.yml file as per this example in [the schema file](https://github.com/dp2020-dev/completeDbtBootcamp/blob/main/models/schema.yml). -In addition to these tests captured in schema file, we also have customer sql tests (example below). +Here is an explanation of what these example tests do, applied to the data transformation example in [this project:](https://github.com/dp2020-dev/completeDbtBootcamp){:target="\_blank"} ### Built-in dbt Tests: @@ -74,11 +75,11 @@ scenarios, or to be part of the CI/CD pipeline- see an example of how we can tra ## Debugging
    +For the basic commands on debugging etc. see [About dbt debug command](https://docs.getdbt.com/reference/commands/debug). + Running `dbt test --debug` command will run all the sql tests against the database connections, the console logs all the test names and the results. However to dig into why a given test failed, its possible to run the actual sql test against the source table (e.g. in this project in Snowflake) and simplifying the test code to find exactly where it failed- a good approach for a complex failure. -The documentation on how to run tests and debug is clear and user friendly, see [About dbt debug command](https://docs.getdbt.com/reference/commands/debug) - ## Lineage Graph (Data Flow DAG)
    In the section above we've looked at practical tests in dbt-expectations which can be embedded in the data transformation pipeline. These tests can be included on a really useful dbt feature, the 'lineage graph' alongside the source tables, dimension, fact tables etc. to show where and when the tests run, what table it relates to etc. @@ -93,10 +94,10 @@ For example, the lineage graph below shows the flow of data in our data warehous ![dbt lineage graph right click](/images/lineage_right_click.png) -By right clicking and checking documentation for `dim_listings_cleansed`, we can check all the tests we have in place for this stage of the transformation, for instance we can tell the the `room_type` test checks the type of room as per the description. +By right clicking and checking documentation for `dim_listings_cleansed`, we can check all the tests in place for this stage of the transformation, for instance we can tell the the `room_type` test checks the type of room as per the description. ![dbt docs](/images/docs_room_type_test.png) -For reference the test itself is a built in test in the [schema.yml](https://github.com/dp2020-dev/completeDbtBootcamp/blob/ebd7310c905f63a124e43aee2725aeab9a00f8d9/models/schema.yml#L21), and while the schema clearly lists all tests its great to be able to visualise where exactly this test sits in the data pipeline, what table(s) it references and we're able to click through to read its description and code cia the graph. In a data transformation with many sources/transformations I'm sure this tool would be invaluable. +For reference the test itself is a built in test in the [schema.yml](https://github.com/dp2020-dev/completeDbtBootcamp/blob/ebd7310c905f63a124e43aee2725aeab9a00f8d9/models/schema.yml#L21), and while the schema clearly lists all tests its great to be able to visualise where exactly this test sits in the data pipeline, what table(s) it references and we're able to click through to read its description and code cia the graph. In a data transformation with many sources/transformations this tool would be invaluable. ** Summary ** From 7c52490cea77a19f4cc20198e14886a51948afab Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Fri, 20 Dec 2024 13:33:07 +0000 Subject: [PATCH 183/189] fix spaces. --- _posts/2024-12-08-dbt-expectations.md | 4 ---- 1 file changed, 4 deletions(-) diff --git a/_posts/2024-12-08-dbt-expectations.md b/_posts/2024-12-08-dbt-expectations.md index fb8a9e5bdf9..75953e50cf7 100644 --- a/_posts/2024-12-08-dbt-expectations.md +++ b/_posts/2024-12-08-dbt-expectations.md @@ -36,11 +36,7 @@ Here is an explanation of what these example tests do, applied to the data trans
    • not_null: Ensures that the column doesn't contain null values.
    • unique: Verifies that all values in the column are distinct.
      • -
    -
    • relationships: Checks if a foreign key relationship exists between two columns in different models.
      • -
    -
    • accepted_values: Ensures that the column only contains specific values from a predefined list.
    • positive_value: Verifies that the column values are positive numbers.
    From 5657d6c805a4aba394dbe98c0a54a64c4b3645e8 Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Thu, 2 Jan 2025 20:34:41 +0000 Subject: [PATCH 184/189] Adding a summary. --- _posts/2024-12-08-dbt-expectations.md | 24 ++++++++++++++++-------- 1 file changed, 16 insertions(+), 8 deletions(-) diff --git a/_posts/2024-12-08-dbt-expectations.md b/_posts/2024-12-08-dbt-expectations.md index 75953e50cf7..6f54b76d6a8 100644 --- a/_posts/2024-12-08-dbt-expectations.md +++ b/_posts/2024-12-08-dbt-expectations.md @@ -3,20 +3,20 @@ layout: post title: Using dbt-expectations as part of a dbt build. --- - The post gives a summary of the different types of data tests applied to the data transformation including dbt-expectations. The content is based on a [dbt bootcamp course](#dbt_bootcamp), with examples and explanations as to what's being tested and how. The examples in this post are also available in Github: + The post gives a summary of the different types of data tests that can be applied to a data transformation project, including the use of dbt-expectations. The content is based on a [dbt bootcamp course](#dbt_bootcamp), with examples and explanations as to what's being tested and how. The examples are available in Github: -[dbt Complete Bootcamp repo.](https://github.com/dp2020-dev/completeDbtBootcamp){:target="\_blank"} +[dbt Complete Bootcamp repo](https://github.com/dp2020-dev/completeDbtBootcamp){:target="\_blank"} ### Why data testing? -From my experience with data transformation projects in the past (e.g. moving data from on prem to the Azure cloud) I'm aware of the challenges of ensuring the quality of data taken from multiple sources into target tables, the transformations at each stage and maintaining this quality continuously in a CI/CD delivery. This complexity makes manual testing onerous (especially given the transformations are likely to be part of an automated pipeline), and quality issues can erode the stakeholder's confidence in the end data. +From my experience with data transformation projects in the past (e.g. moving data from on prem to the Azure cloud) I'm aware of the challenges of ensuring the quality of data taken from multiple sources into target tables, the transformations at each stage and maintaining this quality continuously in a CI/CD delivery. This complexity makes manual testing onerous (especially given the transformations are likely to be part of an automated pipeline), with an underlying risk that errors in the end data can erode the user's confidence in the data being consumed. -In the context of these data testing challenges, [Great Expectations.io](https://greatexpectations.io/) and the dbt-specific version [dbt-expectations](https://github.com/calogica/dbt-expectations) are frameworks that enable automated tests to be embedded in data ingestion/transformation pipelines. +Given this context, being able to create efficient, discrete scripted tests at the key stages of a data pipeline using sql and built in dbt tests are a powerful, efficient way to ensure data quality throughout a data transformation project. [Great Expectations.io](https://greatexpectations.io/) and the dbt-specific version [dbt-expectations](https://github.com/calogica/dbt-expectations) offer a user friendly framework to further extend test coverage. ![Great Expectations logo, December 2024](/images/gx_logo_horiz_color.png) -The following Udemy 'bootcamp' course was an excellent introduction to dbt and its test tools, and the screenshots and material in this post are based on this course: +To see these test tools (dbt tests, gbt-expectations and custom sql tests) in action the following Udemy 'bootcamp' course was an excellent introduction to dbt and its test tools, and the screenshots and material in this post are based on this course: [The Complete dbt (Data Build Tool) Bootcamp:](https://www.udemy.com/course/complete-dbt-data-build-tool-bootcamp-zero-to-hero-learn-dbt) ![dbt bootcamp](/images/dbtHeroUdemy.png) @@ -47,7 +47,7 @@ Here is an explanation of what these example tests do, applied to the data trans
  • dbt_expectations. expect_table_row_count_to_equal_other_table: Compares the row count of two tables.
  • dbt_expectations.expect_column_values_to_be_of_type: Checks the data type of a column.
    • -
  • dbt_expectations.expect_column_quantile_values_to_be_between: Verifies that quantile values fall within a specific range.
    • +
  • dbt_expectations.expect_column_quantile_values_to_be_between: Verifies that quantile values fall within a specific range.
  • dbt_expectations.expect_column_max_to_be_between: Ensures that the maximum value of a column is within a certain range.

    • #### Example dbt-expectations test:
    @@ -94,6 +94,14 @@ By right clicking and checking documentation for `dim_listings_cleansed`, we can ![dbt docs](/images/docs_room_type_test.png) -For reference the test itself is a built in test in the [schema.yml](https://github.com/dp2020-dev/completeDbtBootcamp/blob/ebd7310c905f63a124e43aee2725aeab9a00f8d9/models/schema.yml#L21), and while the schema clearly lists all tests its great to be able to visualise where exactly this test sits in the data pipeline, what table(s) it references and we're able to click through to read its description and code cia the graph. In a data transformation with many sources/transformations this tool would be invaluable. +For reference the test itself is a built in test in the [schema.yml](https://github.com/dp2020-dev/completeDbtBootcamp/blob/ebd7310c905f63a124e43aee2725aeab9a00f8d9/models/schema.yml#L21), and while the schema clearly lists all tests its great to be able to visualise where exactly this test sits in the data pipeline, what table(s) it references and we're able to click through to read its description and code via the graph. In a data transformation with many sources/transformations this tool would be invaluable. -** Summary ** +# Summary + +Using dbt and debt-expectations in the boot camp has given me an insight into some of the effective tools available to verify data at each stage of a transformation pipeline. + +Firstly, being able to apply simple, efficient tests at key stages of the data pipelines gives us assurance as the data is ingested and transformed at each stage. Dbt-expectations extends this coverage, for example + +Dbt-expectations allows us to extend that coverage, for example the boot camp used the [expect_column_quantile_values_to_be_between](quantile_test) test to flag a warning if a value in the top 1% of prices for a listing is outside a given range. So this is more of check for anomalies in the data based on our use case, and is a great example of how these tools can allow us to apply some effective quality assurance to a data transformation project. + +Finally, while not strictly speaking a tets tool/feature, I expect a tester would find the [dag diagrams](dag_lineage) a really useful tool to keep track of what data is ingested where, how its transformed and which tests are applied to it. From 7c1656730871ef9e23531bca976f0c761fe4af8a Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Fri, 3 Jan 2025 20:34:45 +0000 Subject: [PATCH 185/189] updated summary and post title. --- _posts/2024-12-08-dbt-expectations.md | 28 ++++++++++++++------------- 1 file changed, 15 insertions(+), 13 deletions(-) diff --git a/_posts/2024-12-08-dbt-expectations.md b/_posts/2024-12-08-dbt-expectations.md index 6f54b76d6a8..4a472d7cbd5 100644 --- a/_posts/2024-12-08-dbt-expectations.md +++ b/_posts/2024-12-08-dbt-expectations.md @@ -1,6 +1,6 @@ --- layout: post -title: Using dbt-expectations as part of a dbt build. +title: Test tools available in a dbt data transformation project, including dbt-expectations. --- The post gives a summary of the different types of data tests that can be applied to a data transformation project, including the use of dbt-expectations. The content is based on a [dbt bootcamp course](#dbt_bootcamp), with examples and explanations as to what's being tested and how. The examples are available in Github: @@ -21,15 +21,9 @@ To see these test tools (dbt tests, gbt-expectations and custom sql tests) in ac [The Complete dbt (Data Build Tool) Bootcamp:](https://www.udemy.com/course/complete-dbt-data-build-tool-bootcamp-zero-to-hero-learn-dbt) ![dbt bootcamp](/images/dbtHeroUdemy.png) -The boot camp covers the theory and practical application of a data project using snowflake as the data warehouse, and the open source version of dbt. What was particularly relevant for a tester are the sections covering [dbt expectations](https://hub.getdbt.com/calogica/dbt_expectations/latest/). This post will explain what dbt expectations can do, alongside some practical examples of how it can be applied to a data transformation project. +The boot camp covers the theory and practical application of a data project using snowflake as the data warehouse, and the open source version of dbt. What was particularly relevant for a tester are the sections covering testing which include [dbt expectations](https://hub.getdbt.com/calogica/dbt_expectations/latest/). -## What is dbt-expectations? - -dbt-expectations is an open source python package for dbt based on Great Expectations, and enables integrated tests in data warehouses supported by dbt. - -This allows us to extend the coverage of the dbt core (i.e. the built in tests) using a range of tests within the package. The examples below include the built in tests, dbt-expectations tests and custom sql tests (effectively macros). These tests are written in the schema.yml file as per this example in [the schema file](https://github.com/dp2020-dev/completeDbtBootcamp/blob/main/models/schema.yml). - -Here is an explanation of what these example tests do, applied to the data transformation example in [this project:](https://github.com/dp2020-dev/completeDbtBootcamp){:target="\_blank"} +The following section covers examples and explanations of what these 3 types of tests can do, using the boot camp project as [an example:](https://github.com/dp2020-dev/completeDbtBootcamp){:target="\_blank"} ### Built-in dbt Tests: @@ -43,6 +37,12 @@ Here is an explanation of what these example tests do, applied to the data trans ### Built-in dbt-expectations Tests: +#### What is dbt-expectations? + +dbt-expectations is an open source python package for dbt based on Great Expectations, and enables integrated tests in data warehouses supported by dbt. + +This allows us to extend the coverage of the dbt core (i.e. the built in tests) using a range of tests within the package. The examples below include the built in tests, dbt-expectations tests and custom sql tests (effectively macros). These tests are written in the schema.yml file as per this example in [the schema file](https://github.com/dp2020-dev/completeDbtBootcamp/blob/main/models/schema.yml). +
    • dbt_expectations. expect_table_row_count_to_equal_other_table: Compares the row count of two tables.
      • @@ -65,7 +65,7 @@ This simple sql custom test checks the 'dim_listings_cleansed' table for any lis ![Custom sql example- min nights](/images/dim_listings_min_nights.png) -Custom tests sit outside the dbt core and dbt-expectactions tests and can +Custom tests sit outside the dbt core and dbt-expectations tests and can extend test coverage to cover edge cases. They are also flexible in enabling ad hoc testing to investigate scenarios, or to be part of the CI/CD pipeline- see an example of how we can trace the `dim_listings_min_nights` custom rest on the data lineage graph in the [lineage graph section.](#dag_lineage) @@ -98,10 +98,12 @@ For reference the test itself is a built in test in the [schema.yml](https://git # Summary -Using dbt and debt-expectations in the boot camp has given me an insight into some of the effective tools available to verify data at each stage of a transformation pipeline. +As mentioned I have had experience of a data transformation project (from on prem to Azure cloud) so this boot camp has been really useful in demonstrating the value and effectiveness of the test tools available to us now to verify data at each stage of a transformation pipeline. -Firstly, being able to apply simple, efficient tests at key stages of the data pipelines gives us assurance as the data is ingested and transformed at each stage. Dbt-expectations extends this coverage, for example +The [dbt core](#[Built-in dbt Tests:]) tests are simple, efficient sql tests at key stages of the data pipelines gives us assurance as the data is ingested and transformed at each stage. -Dbt-expectations allows us to extend that coverage, for example the boot camp used the [expect_column_quantile_values_to_be_between](quantile_test) test to flag a warning if a value in the top 1% of prices for a listing is outside a given range. So this is more of check for anomalies in the data based on our use case, and is a great example of how these tools can allow us to apply some effective quality assurance to a data transformation project. +[Dbt-expectations](#[Built-in dbt-expectations Tests:]) allows us to extend the test coverage by enabling more advanced validations like expected percentiles, ranges, and more complex rules. For example the boot camp uses the [expect_column_quantile_values_to_be_between](quantile_test) test to flag a warning if a value in the top 1% of prices for a listing is outside a given range. So this is more of check for anomalies in the data based on our use case, and is a great example of how these tools can allow us to apply some effective quality assurance to a data transformation project. Finally, while not strictly speaking a tets tool/feature, I expect a tester would find the [dag diagrams](dag_lineage) a really useful tool to keep track of what data is ingested where, how its transformed and which tests are applied to it. + +I found there was some overhead to setting up the project structure so that the yaml picked up the right references, and that each of the 3 different types of tests were configured properly, but once up and running I was able to add more tests and extend test coverage. This was just a boot camp exercise but I feel dbt-Expectations in particular would be useful from a QA perspective- in collaboration with the end user/stakeholder a tester could start thinking of qualitative tests. From 34e0b1ae660d6eb2ed026ac3ffeafa1e209b3e7a Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Wed, 8 Jan 2025 11:11:59 +0000 Subject: [PATCH 186/189] Revising title and summary. --- _posts/2024-12-08-dbt-expectations.md | 12 +++++------- 1 file changed, 5 insertions(+), 7 deletions(-) diff --git a/_posts/2024-12-08-dbt-expectations.md b/_posts/2024-12-08-dbt-expectations.md index 4a472d7cbd5..c7aba025f36 100644 --- a/_posts/2024-12-08-dbt-expectations.md +++ b/_posts/2024-12-08-dbt-expectations.md @@ -1,12 +1,12 @@ --- layout: post -title: Test tools available in a dbt data transformation project, including dbt-expectations. +title: Testing dbt data transformations, including dbt-expectations. --- The post gives a summary of the different types of data tests that can be applied to a data transformation project, including the use of dbt-expectations. The content is based on a [dbt bootcamp course](#dbt_bootcamp), with examples and explanations as to what's being tested and how. The examples are available in Github: -[dbt Complete Bootcamp repo](https://github.com/dp2020-dev/completeDbtBootcamp){:target="\_blank"} +[dbt complete bootcamp repo](https://github.com/dp2020-dev/completeDbtBootcamp){:target="\_blank"} ### Why data testing? @@ -98,12 +98,10 @@ For reference the test itself is a built in test in the [schema.yml](https://git # Summary -As mentioned I have had experience of a data transformation project (from on prem to Azure cloud) so this boot camp has been really useful in demonstrating the value and effectiveness of the test tools available to us now to verify data at each stage of a transformation pipeline. +The different types of test tools used in this project has demonstrated how a tester can add value to a data transformation project. Firstly, the [dbt core](#[Built-in dbt Tests:]) tests are simple, efficient sql tests at key stages of the data pipelines gives us assurance as the data is ingested and transformed at each stage. -The [dbt core](#[Built-in dbt Tests:]) tests are simple, efficient sql tests at key stages of the data pipelines gives us assurance as the data is ingested and transformed at each stage. - -[Dbt-expectations](#[Built-in dbt-expectations Tests:]) allows us to extend the test coverage by enabling more advanced validations like expected percentiles, ranges, and more complex rules. For example the boot camp uses the [expect_column_quantile_values_to_be_between](quantile_test) test to flag a warning if a value in the top 1% of prices for a listing is outside a given range. So this is more of check for anomalies in the data based on our use case, and is a great example of how these tools can allow us to apply some effective quality assurance to a data transformation project. +[Dbt-expectations](#[Built-in dbt-expectations Tests:]) allows us to extend the test coverage by enabling more advanced validations like expected percentiles, ranges, and more complex rules. For example the boot camp uses the [expect_column_quantile_values_to_be_between](quantile_test) test to flag a warning if a value in the top 1% of prices for a listing is outside a given range. This is a check for anomalies in the data based on our use case, dbt-Expectations in particular would be useful from a QA perspective- in collaboration with the end user/stakeholder a tester could start thinking of qualitative tests. Finally, while not strictly speaking a tets tool/feature, I expect a tester would find the [dag diagrams](dag_lineage) a really useful tool to keep track of what data is ingested where, how its transformed and which tests are applied to it. -I found there was some overhead to setting up the project structure so that the yaml picked up the right references, and that each of the 3 different types of tests were configured properly, but once up and running I was able to add more tests and extend test coverage. This was just a boot camp exercise but I feel dbt-Expectations in particular would be useful from a QA perspective- in collaboration with the end user/stakeholder a tester could start thinking of qualitative tests. +I found there was some overhead to setting up the project structure so that the yaml picked up the right references, and that each of the 3 different types of tests were configured properly, but once up and running I was able to add more tests and extend test coverage. I can start thinking of more potential validation tests via dbt expectations, so again these tools would enable a tester to work with the project/stakeholders to really start adding value around not just the data itself but how its used by the stakeholders. From a0823bc1b762708a7762d647ae7caa0ed013c7cc Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Thu, 30 Jan 2025 20:34:52 +0000 Subject: [PATCH 187/189] Changing email address and adding a line to linked in badge. --- about.md | 17 ++++++++++++++--- 1 file changed, 14 insertions(+), 3 deletions(-) diff --git a/about.md b/about.md index e7ba5e3eb29..446509415e7 100644 --- a/about.md +++ b/about.md @@ -9,9 +9,20 @@ To further my knowledge and skills I joined a tech consultancy to gain hands on Working in successful, productive agile teams in CI/CD projects has given me a great insight into how automated testing fits into an effective project delivery, the role quality and testing plays in this and a technical understanding of the tools and technology involved. - + + +
      + daniel.phillips@testiotech.com +
      +
      + + ## About the Testio Tech blog @@ -21,6 +32,6 @@ Finally, as I'm based in Wales the word 'Testio' is a slang/informal word for te ## Contact Me -email2 +email2 LI icon - small From 463508bd1605bd2eb33ec565a14a399d7d68e867 Mon Sep 17 00:00:00 2001 From: Daniel Phillips Date: Thu, 30 Jan 2025 20:39:00 +0000 Subject: [PATCH 188/189] adding a
      to email address --- about.md | 9 ++------- 1 file changed, 2 insertions(+), 7 deletions(-) diff --git a/about.md b/about.md index 446509415e7..81dc4495b8a 100644 --- a/about.md +++ b/about.md @@ -9,14 +9,9 @@ To further my knowledge and skills I joined a tech consultancy to gain hands on Working in successful, productive agile teams in CI/CD projects has given me a great insight into how automated testing fits into an effective project delivery, the role quality and testing plays in this and a technical understanding of the tools and technology involved. - - -
      - daniel.phillips@testiotech.com -
      -
      +
      daniel.phillips@testiotech.com