Aeolus Data InsightsField notes, perspective, and engineering write-ups on data pipelines, AI-ready data foundations, and production DataOps from the Aeolus Data team.https://aeolusdata.solutions/Batch or streaming is becoming a table propertyhttps://aeolusdata.solutions/blog/batch-vs-streaming-2026/https://aeolusdata.solutions/blog/batch-vs-streaming-2026/The choice is dissolving. The cost math isn't.Fri, 24 Jul 2026 00:00:00 GMTYour 2026 data stack has one new layerhttps://aeolusdata.solutions/blog/data-stack-for-ai-2026/https://aeolusdata.solutions/blog/data-stack-for-ai-2026/The tools consolidated. The hard part moved.Fri, 24 Jul 2026 00:00:00 GMTSame keyway, different keyshttps://aeolusdata.solutions/blog/databricks-vs-aws-gcp/https://aeolusdata.solutions/blog/databricks-vs-aws-gcp/Your data is portable. Your governance isn't.Fri, 24 Jul 2026 00:00:00 GMTEnterprise AI runs on data engineeringhttps://aeolusdata.solutions/blog/enterprise-ai-runs-on-data-engineering/https://aeolusdata.solutions/blog/enterprise-ai-runs-on-data-engineering/The bottleneck is the pipeline, not the model.Thu, 23 Jul 2026 00:00:00 GMTThe developers who felt faster were slowerhttps://aeolusdata.solutions/blog/data-engineer-skills-ai/https://aeolusdata.solutions/blog/data-engineer-skills-ai/What the evidence says about AI and this job.Fri, 10 Jul 2026 00:00:00 GMTModernization is a lock, not a leaphttps://aeolusdata.solutions/blog/modernize-data-strategy-2026/https://aeolusdata.solutions/blog/modernize-data-strategy-2026/The failure rate you were quoted isn't real.Fri, 26 Jun 2026 00:00:00 GMTThe 80 percent statistic is from 1998https://aeolusdata.solutions/blog/unstructured-data-2026/https://aeolusdata.solutions/blog/unstructured-data-2026/Nobody has measured it since. Build anyway.Fri, 12 Jun 2026 00:00:00 GMTA metric is a build artifact, not a numberhttps://aeolusdata.solutions/blog/data-team-core-metrics/https://aeolusdata.solutions/blog/data-team-core-metrics/Reading the number is the easy part.Fri, 29 May 2026 00:00:00 GMT