In the world of data, building a pipeline is just one step. Optimising it is where it all comes together. Too many companies settle for workflows that \u2018work\u2019 but are not always efficient. The result: delays, hidden costs and decisions based on incomplete data.<\/p>\r\n
At Vias Service, we support African organisations in setting up high-performance, robust and scalable pipelines. Here are five best practices from the field to maximise the value of your data.<\/p>\r\n
\u00a0<\/p>\r\n
Every data movement consumes time, resources and money. Modern orchestrators such as Dagster<\/strong> or Prefect<\/strong> offer clearer dependency management, integrated testing, and better visibility into your workflows. A pipeline is code. And any unversioned code becomes technical debt. A pipeline may appear to be working... even when the data is incorrect. Cloud infrastructures offer flexibility and power, but without monitoring, costs can quickly spiral out of control. \u00a0<\/p>\r\n Optimising a data pipeline means investing in reliability, speed and profitability.<\/strong>. Optimise your data pipelines for greater performance, reliability and profitability with Vias Service.<\/p>","protected":false},"author":3,"featured_media":1984,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[46],"tags":[7,9,11],"class_list":["post-67","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ingenieurie-de-donnees","tag-business","tag-finance","tag-seo"],"acf":{"dl_description":"","dl_pinterest_image":"","dl_hashtags":""},"_links":{"self":[{"href":"https:\/\/viasservices.com\/en\/wp-json\/wp\/v2\/posts\/67"}],"collection":[{"href":"https:\/\/viasservices.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/viasservices.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/viasservices.com\/en\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/viasservices.com\/en\/wp-json\/wp\/v2\/comments?post=67"}],"version-history":[{"count":7,"href":"https:\/\/viasservices.com\/en\/wp-json\/wp\/v2\/posts\/67\/revisions"}],"predecessor-version":[{"id":2044,"href":"https:\/\/viasservices.com\/en\/wp-json\/wp\/v2\/posts\/67\/revisions\/2044"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/viasservices.com\/en\/wp-json\/wp\/v2\/media\/1984"}],"wp:attachment":[{"href":"https:\/\/viasservices.com\/en\/wp-json\/wp\/v2\/media?parent=67"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/viasservices.com\/en\/wp-json\/wp\/v2\/categories?post=67"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/viasservices.com\/en\/wp-json\/wp\/v2\/tags?post=67"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
The trick ? Process data where it is stored.<\/strong>.
With technologies such as BigQuery<\/strong> or dbt<\/strong>you can perform transformations directly in the data warehouse, without unnecessary extraction.
\ud83d\udc49 \ud83d\udc49 Less transfer, better performance, and a lower cloud bill.<\/em><\/p>\r\n\ud83e\udde9Modernise your data orchestration<\/h3>\r\n
By replacing outdated solutions with more agile tools, you significantly reduce errors and facilitate maintenance.
\ud83d\udc49 A good orchestrator means 50% fewer bugs and increased productivity.<\/em><\/p>\r\n\ud83d\uddc2\ufe0fVersion everything, even your transformations<\/h3>\r\n
By using Git<\/strong>, you can track every change to your SQL transformations, dbt models, or DAGs.
This ensures full traceability<\/strong> and quick rollbacks<\/strong> in case of an incident.
\ud83d\udc49 Mastering versioning is the key to reliable and collaborative data.<\/em><\/p>\r\n\u2705Systematically test the quality of your data<\/h3>\r\n
Automatic tests (non-null, uniqueness, value ranges, etc.) help avoid unpleasant surprises.
With dbt tests<\/strong> internal tools, you can validate data quality before it is used.
\ud83d\udc49 Clean data means better decisions and reliable dashboards.<\/em><\/p>\r\n\ud83d\udcb0Monitor your cloud costs in real time<\/h3>\r\n
Activate budget alerts<\/strong>, use tools such as Finout<\/strong> or native GCP\/AWS dashboards<\/strong>, and tag your resources.
\ud83d\udc49 Accurate cost tracking ensures sustainable and cost-effective use of the cloud.<\/em><\/p>\r\n
At Vias Service<\/strong>, we help African companies design modern, high-performance and eco-efficient workflows<\/strong>, tailored to their technological and economic realities.
Because well-managed data means more informed decisions and sustainable growth.<\/p>","protected":false},"excerpt":{"rendered":"