{"id":495620,"date":"2023-09-25T15:33:40","date_gmt":"2023-09-25T13:33:40","guid":{"rendered":"https:\/\/www.devoteam.com\/success-story\/how-questi-modernised-its-logging-system-to-save-money-and-improve-efficiency-with-cloud-logging\/"},"modified":"2025-04-11T10:08:03","modified_gmt":"2025-04-11T08:08:03","slug":"how-questi-modernised-its-logging-system-to-save-money-and-improve-efficiency-with-cloud-logging","status":"publish","type":"success-story","link":"https:\/\/devoteam.info\/uk\/success-story\/how-questi-modernised-its-logging-system-to-save-money-and-improve-efficiency-with-cloud-logging\/","title":{"rendered":"How Questi modernised its logging system to save money and improve efficiency with Cloud Logging"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">About Questi<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.questi.com\/benl\/online-platform-voor-het-onderwijs\/home\/\">Questi<\/a> is an innovative online platform designed for teachers to facilitate the management of their day-to-day tasks (calendar with custom lesson preparations, customisable report cards with an extensive set of possible evaluation types, and student development tracking) as well as for schools to nurture communication between teachers and parents. The platform offers a user-friendly solution that simplifies communication and encourages collaboration between teachers and students. With Questi, schools can expect to experience an intuitive and streamlined approach to communication, making it easier for teachers to keep parents informed about their child&#8217;s progress and stay involved in their child&#8217;s education.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The problem<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Questi wanted to optimise the <strong>API Server logging capabilities<\/strong> and increase the overall platform performance within their app, ensuring seamless and efficient communication between teachers, students, and parents.<\/p>\n\n\n\n\t<div class=\"align wp-block-acf-quote\">\n\n\t\n\t<figure class=\"text-center\"><blockquote class=\"blockquote\"><svg width=\"49\" height=\"38\" viewBox=\"0 0 49 38\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M42.875 0C44.4995 0 46.0574 0.652728 47.206 1.81459C48.3547 2.97645 49 4.55228 49 6.1954V15.4885C49 17.1316 48.3547 18.7075 47.206 19.8693C46.0574 21.0312 44.4995 21.6839 42.875 21.6839H33.6875C33.6875 24.1486 34.6555 26.5123 36.3785 28.2551C38.1014 29.9979 40.4383 30.977 42.875 30.977H45.9375C46.7497 30.977 47.5287 31.3034 48.103 31.8843C48.6773 32.4652 49 33.2532 49 34.0747C49 34.8963 48.6773 35.6842 48.103 36.2651C47.5287 36.8461 46.7497 37.1724 45.9375 37.1724H42.875C38.8139 37.1724 34.9191 35.5406 32.0474 32.6359C29.1758 29.7313 27.5625 25.7917 27.5625 21.6839V6.1954C27.5625 4.55228 28.2078 2.97645 29.3565 1.81459C30.5051 0.652728 32.063 0 33.6875 0H42.875ZM15.3125 0C16.937 0 18.4949 0.652728 19.6435 1.81459C20.7922 2.97645 21.4375 4.55228 21.4375 6.1954V15.4885C21.4375 17.1316 20.7922 18.7075 19.6435 19.8693C18.4949 21.0312 16.937 21.6839 15.3125 21.6839H6.125C6.125 24.1486 7.09296 26.5123 8.81596 28.2551C10.5389 29.9979 12.8758 30.977 15.3125 30.977H18.375C19.1872 30.977 19.9662 31.3034 20.5405 31.8843C21.1148 32.4652 21.4375 33.2532 21.4375 34.0747C21.4375 34.8963 21.1148 35.6842 20.5405 36.2651C19.9662 36.8461 19.1872 37.1724 18.375 37.1724H15.3125C11.2514 37.1724 7.35658 35.5406 4.48493 32.6359C1.61328 29.7313 0 25.7917 0 21.6839V6.1954C0 4.55228 0.645313 2.97645 1.79397 1.81459C2.94263 0.652728 4.50055 0 6.125 0H15.3125Z\" fill=\"#3C3C3A\"\/>\n<\/svg><p>Many companies tend to rely too much on their internal team, thinking that they can do everything with the knowledge they have and that they should not look for other solutions. However, I believe that they should do the opposite. By looking at other solutions, they can have a wider range of options to choose from. This is what we did with Devoteam G Cloud.<\/p><\/blockquote><figcaption class=\"blockquote-footer\">\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-8d39b2df wp-block-group-is-layout-flex\"><figure class=\"wp-block-image size-full is-resized is-style-rounded\"><img decoding=\"async\" src=\"https:\/\/devo2024.local\/wp-content\/uploads\/2024\/08\/nico-sienaert.jpg\" alt=\"\" class=\"wp-image-36180\" style=\"aspect-ratio:1;object-fit:cover;width:80px\"\/><\/figure>\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-6fa7971b wp-block-group-is-layout-flex\">\n\t<p class=\"has-medium-font-size wp-block-paragraph\" style=\"font-style:normal;font-weight:500\">Jorn Vankrunkelsven <\/p>\n\t\n\t<p class=\"wp-block-paragraph\">CTO at Questi<\/p>\n\t<\/div>\n<\/div>\n<\/figcaption><\/figure>\n\t\n\t<\/div>\n\n\n\n\n<h2 class=\"wp-block-heading\">The goal<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">To tackle the challenge, Questi wanted to upgrade its logging system. Originally a Cloud Task was triggered for each log, which started an App Engine instance to convert the log to a SQL query and insert it into Questi\u2019s logging database. Questi wanted a more advanced, easier to analyse and cost-effective solution utilising the latest Google Cloud technologies. This modernisation effort aimed to future-proof the logging system while leveraging Questi&#8217;s existing Google Cloud Platform environment. This would also enable future business use cases involving ML &amp; AI.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The methodology&nbsp;<\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/ITFK1HMzMEGUt3pPu_KJ3Gq00NwvN2ovldHpZrrT2AY_i5TJepVL1NUMYxcOPISYXP0pHpt7Ia2ii82BccrJbTI0WagFgGUUnxpz8BUcUXQoNi4cx5rwBrRF-IGDSGkYCzarg_Z0LVZ5PoZ_dvwwLZ8.png\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Finding a new solution<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The initial plan was to adapt the Questi API server so that instead of triggering Cloud Tasks, logs would be written to the Cloud Logging API using the client library. A Logging Sink with an inclusion filter for production logs would be set up, with a destination of a BigQuery dataset. However, since the logs were written in JSON format and had a variable nature that posed challenges for effective handling in BigQuery, it was found unsuitable for Questi&#8217;s specific use case.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">To fit better with the requirements, we proposed together with Google Cloud to use <a href=\"https:\/\/cloud.google.com\/blog\/products\/devops-sre\/introducing-cloud-loggings-log-analytics-powered-by-big-query\">Log Analytics<\/a> instead of the above solution. We also set up a linked dataset in BigQuery. With this solution, the logs are being ingested and retained by <strong>Cloud Logging<\/strong>, with the Logs Bucket where production logs are being routed to upgraded to Log Analytics. Thanks to Log Analytics and the linked BigQuery dataset, Questi can now fully leverage SQL and BigQuery analytics for its production logs.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Migrating old logs to the new system<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Once the setup had been completed and the application logs were saved in Cloud Logging, the experts migrated the old logs as well.<br>To export the logs from the old Cloud SQL database, they used the export to CSV function of Cloud SQL. Once all data was exported to a Cloud Storage bucket, it could not be inserted into Cloud Logging without first converting the CSV data back to the native log format.<br>We used a custom tool written in Golang, to transform the CSV data and insert it into Cloud Logging using the Cloud Logging library for Go.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Due to the large amount of data, the migration would take a few hours. With the long-running nature of this migration, we only had two options of where we could execute the tool, GCP Batch or Compute Engine. Since this was a one-time execution, we opted for the latter, Compute Engine.<\/p>\n\n\n\n\t<div class=\"align wp-block-acf-quote\">\n\n\t\n\t<figure class=\"text-center\"><blockquote class=\"blockquote\"><svg width=\"49\" height=\"38\" viewBox=\"0 0 49 38\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M42.875 0C44.4995 0 46.0574 0.652728 47.206 1.81459C48.3547 2.97645 49 4.55228 49 6.1954V15.4885C49 17.1316 48.3547 18.7075 47.206 19.8693C46.0574 21.0312 44.4995 21.6839 42.875 21.6839H33.6875C33.6875 24.1486 34.6555 26.5123 36.3785 28.2551C38.1014 29.9979 40.4383 30.977 42.875 30.977H45.9375C46.7497 30.977 47.5287 31.3034 48.103 31.8843C48.6773 32.4652 49 33.2532 49 34.0747C49 34.8963 48.6773 35.6842 48.103 36.2651C47.5287 36.8461 46.7497 37.1724 45.9375 37.1724H42.875C38.8139 37.1724 34.9191 35.5406 32.0474 32.6359C29.1758 29.7313 27.5625 25.7917 27.5625 21.6839V6.1954C27.5625 4.55228 28.2078 2.97645 29.3565 1.81459C30.5051 0.652728 32.063 0 33.6875 0H42.875ZM15.3125 0C16.937 0 18.4949 0.652728 19.6435 1.81459C20.7922 2.97645 21.4375 4.55228 21.4375 6.1954V15.4885C21.4375 17.1316 20.7922 18.7075 19.6435 19.8693C18.4949 21.0312 16.937 21.6839 15.3125 21.6839H6.125C6.125 24.1486 7.09296 26.5123 8.81596 28.2551C10.5389 29.9979 12.8758 30.977 15.3125 30.977H18.375C19.1872 30.977 19.9662 31.3034 20.5405 31.8843C21.1148 32.4652 21.4375 33.2532 21.4375 34.0747C21.4375 34.8963 21.1148 35.6842 20.5405 36.2651C19.9662 36.8461 19.1872 37.1724 18.375 37.1724H15.3125C11.2514 37.1724 7.35658 35.5406 4.48493 32.6359C1.61328 29.7313 0 25.7917 0 21.6839V6.1954C0 4.55228 0.645313 2.97645 1.79397 1.81459C2.94263 0.652728 4.50055 0 6.125 0H15.3125Z\" fill=\"#3C3C3A\"\/>\n<\/svg><p>The new solution is four times cheaper than the old one, which is a significant savings for our company. Devoteam G Cloud provided us with training, which helped us get up and running quickly. They are excellent in support throughout the project. The new solution is future-proof for analytics, which means that we can use it to analyse our data in the future to make better decisions.<\/p><\/blockquote><figcaption class=\"blockquote-footer\">\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-8d39b2df wp-block-group-is-layout-flex\"><figure class=\"wp-block-image size-full is-resized is-style-rounded\"><img decoding=\"async\" src=\"https:\/\/devo2024.local\/wp-content\/uploads\/2024\/08\/nico-sienaert.jpg\" alt=\"\" class=\"wp-image-36180\" style=\"aspect-ratio:1;object-fit:cover;width:80px\"\/><\/figure>\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-6fa7971b wp-block-group-is-layout-flex\">\n\t<p class=\"has-medium-font-size wp-block-paragraph\" style=\"font-style:normal;font-weight:500\">Jorn Vankrunkelsven<\/p>\n\t\n\t<p class=\"wp-block-paragraph\">CTO at Questi<\/p>\n\t<\/div>\n<\/div>\n<\/figcaption><\/figure>\n\t\n\t<\/div>\n\n\n\n\n<h2 class=\"wp-block-heading\">The Result<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">As a result of this modernisation project, Questi can now view the logs that their platform generates much more efficiently, in Cloud Logging. Before the modernisation, they had to write SQL queries and query their database, just to debug a small problem, while the developers can now stream their incoming logs without any effort.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The primary reason for doing this modernisation was to optimise cost.<br>The ingestion cost has dramatically decreased since no Cloud Tasks or App Engine instances are needed anymore.&nbsp;<strong> The ingestion of logs into Cloud Logging is free, and Questi saves money each month.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">On the other hand, there is the cost of storing this data. With Cloud Logging being much cheaper than Cloud SQL, the projected cost will be <strong>4 times cheaper<\/strong>.\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">With this solution in place, it will also be easier for Questi to add additional logging in the future with a very minimal setup and the possibility of leveraging the benefits of Log Analytics.<\/p>\n\n\n\n\t<div class=\"align wp-block-acf-lead-magnet\">\n\n\t\n\t\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-70787b68 wp-block-group-is-layout-flex\" style=\"border-top-color:var(--wp--preset--color--gray);border-top-width:1px;border-bottom-color:var(--wp--preset--color--gray);border-bottom-width:1px;margin-top:var(--wp--preset--spacing--x-large);margin-bottom:var(--wp--preset--spacing--x-large);padding-top:var(--wp--preset--spacing--large);padding-bottom:var(--wp--preset--spacing--large)\">\n<figure class=\"wp-block-image size-large has-custom-border\"><img decoding=\"async\" src=\"https:\/\/devo2024.local\/wp-content\/uploads\/2024\/09\/diego-jimenez-A-NVHPka9Rk-unsplash-scaled-1-1024x683.jpg\" alt=\"\" class=\"wp-image-37449\" style=\"border-top-right-radius:150px;border-bottom-right-radius:150px;aspect-ratio:3\/2;object-fit:cover\"\/><\/figure>\n\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-container-core-group-is-layout-2efe2b56 wp-block-group-is-layout-constrained\" style=\"padding-right:0;padding-left:0\"><p>u003ch3u003eu003cstrongu003eGet in touch with us and modernise your logging system today!u003c\/strongu003eu003c\/h3u003ernBenefit from the expertise of a recognised Google Cloud Premier Managed Services Partner. From strong change management to technical excellence and an innovative mindset: Devoteam experts have what it takes to inspire you and make your projects successful.<\/p>\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" target=\"\" href=\"https:\/\/gcloud.devoteam.com\/contact-us\/\">Get in touch<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\t\n\t<\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>The primary reason for doing this modernisation was to optimise cost.<br \/>\nThe ingestion cost has dramatically decreased since no Cloud Tasks or App Engine instances are needed anymore.  The ingestion of logs into Cloud Logging is free, and Questi saves money each month.<\/p>\n","protected":false},"featured_media":287565,"template":"","categories":[757,759],"tags":[1299,2868,3238,2413,2521],"industry":[],"class_list":["post-495620","success-story","type-success-story","status-publish","has-post-thumbnail","hentry","category-data","category-google-cloud","tag-data-uk","tag-data-analytics-uk","tag-devoteam-g-cloud-uk","tag-g-cloud-uk","tag-google-cloud-platform-uk"],"acf":[],"cards":"\n\t<div class=\"single-post-card\">\n\n\t\t<figure class=\"wp-block-post-featured-image\"><a href=\"https:\/\/devoteam.info\/uk\/success-story\/how-questi-modernised-its-logging-system-to-save-money-and-improve-efficiency-with-cloud-logging\/\" target=\"_self\" ><img width=\"2560\" height=\"1707\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/cyber-security-company-employee-developing-blockch-2022-04-08-19-38-17-utc-scaled-1.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"How Questi modernised its logging system to save money and improve efficiency with Cloud Logging\" style=\"aspect-ratio:4\/3;width:100%;object-fit:cover;\" decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/cyber-security-company-employee-developing-blockch-2022-04-08-19-38-17-utc-scaled-1.jpg 2560w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/cyber-security-company-employee-developing-blockch-2022-04-08-19-38-17-utc-scaled-1-300x200.jpg 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/cyber-security-company-employee-developing-blockch-2022-04-08-19-38-17-utc-scaled-1-1024x683.jpg 1024w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/cyber-security-company-employee-developing-blockch-2022-04-08-19-38-17-utc-scaled-1-768x512.jpg 768w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/cyber-security-company-employee-developing-blockch-2022-04-08-19-38-17-utc-scaled-1-1536x1024.jpg 1536w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/cyber-security-company-employee-developing-blockch-2022-04-08-19-38-17-utc-scaled-1-2048x1366.jpg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/a><\/figure>\n\n\t\t\n\t\t<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-43282307 wp-block-group-is-layout-flex\">\n\t<p style=\"font-style:normal;font-weight:700\" class=\"has-link-color wp-elements-1 wp-block-lp-post-type has-text-color has-primary-color has-small-font-size\">Success story<\/p>\n\n\t\t\n\t\t<h3 style=\"font-style:normal;font-weight:400\" class=\"wp-block-post-title has-base-font-size\"><a href=\"https:\/\/devoteam.info\/uk\/success-story\/how-questi-modernised-its-logging-system-to-save-money-and-improve-efficiency-with-cloud-logging\/\" target=\"_self\" 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