--- title: A Lot of DevOps Work Starts as a Script and Ends Up as a... description: Operational tasks often start as simple scripts but grow into complex workflows requiring coordination, failure handling, and scheduling. The post reflects on... canonical: https://daily.dev/posts/a-lot-of-devops-work-starts-as-a-script-and-ends-up-as-a-workflow-m47fkjqsc twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: A Lot of DevOps Work Starts as a Script and Ends Up as a Workflow | daily.dev og:description: Operational tasks often start as simple scripts but grow into complex workflows requiring coordination, failure handling, and scheduling. The post reflects on... og:url: https://daily.dev/posts/a-lot-of-devops-work-starts-as-a-script-and-ends-up-as-a-workflow-m47fkjqsc og:image: https://api.daily.dev/og/posts/M47fkjQSc.png og:image:alt: A Lot of DevOps Work Starts as a Script and Ends Up as a Workflow og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # A Lot of DevOps Work Starts as a Script and Ends Up as a Workflow **[KubeBlogs](https://daily.dev/sources/kubenineconsulting)** · [@divyansh30](https://daily.dev/divyansh30) · 1 min read · 0 upvotes · 0 comments ## Summary Operational tasks often start as simple scripts but grow into complex workflows requiring coordination, failure handling, and scheduling. The post reflects on this evolution and points to a walkthrough showing how Apache Airflow can be used to organize and automate DevOps workflows as operational complexity increases. ## Content Most operational tasks begin with a simple script. Run a deployment. Generate a report. Sync some data. Problem solved. Until the process grows. More dependencies. More teams. More schedules. More failure points. That's usually when automation stops being about individual tasks and starts becoming about workflow management. The difficult part isn't automating a single step. It's coordinating multiple steps, handling failures, and making sure the right things happen in the right order. Most workflow problems don't come from a broken task. They come from everything that happens between tasks. I found this walkthrough useful because it shows how Airflow can be used to organize and automate DevOps workflows as operational requirements grow: [https://www.kubeblogs.com/how-we-use-airflow-to-optimize-our-devops-workflow/](https://www.kubeblogs.com/how-we-use-airflow-to-optimize-our-devops-workflow/) ## Similar posts on daily.dev - [Apache Airflow Explained: A Beginner-Friendly Guide](https://daily.dev/posts/apache-airflow-explained-a-beginner-friendly-guide-mq0xti9p0) · DigitalOcean Community · 3 upvotes · 0 comments --- Tags: [#devops](https://daily.dev/tags/devops), [#automation](https://daily.dev/tags/automation), [#orchestration](https://daily.dev/tags/orchestration), [#apache-airflow](https://daily.dev/tags/apache-airflow) [View this post on daily.dev](https://daily.dev/posts/a-lot-of-devops-work-starts-as-a-script-and-ends-up-as-a-workflow-m47fkjqsc) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"DiscussionForumPosting","mainEntityOfPage":"https://daily.dev/posts/a-lot-of-devops-work-starts-as-a-script-and-ends-up-as-a-workflow-m47fkjqsc","headline":"A Lot of DevOps Work Starts as a Script and Ends Up as a Workflow","text":"Operational tasks often start as simple scripts but grow into complex workflows requiring coordination, failure handling, and scheduling. 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