MSManu Shuklainecorpit.hashnode.dev·6h ago · 14 min readZero-ETL Lakehouse in 2026: Should You Unify OLTP and Analytics on Databricks LTAP or Snowflake Postgres?Zero-ETL lakehouse in 2026: should you unify OLTP and analytics on Databricks LTAP or Snowflake Postgres? Summary. On June 16, 2026, Databricks launched LTAP (Lake Transactional/Analytical Processing)00
MSManu Shuklainecorpit.hashnode.dev·8h ago · 12 min readApache Iceberg vs Delta Lake in 2026: choosing the open table format for your lakehouseApache Iceberg vs Delta Lake in 2026: choosing the open table format for your lakehouse Summary. The table format is the one lakehouse decision that is hard to reverse, and in 2026 the two leaders are00
MIMyData Insightsinmydatainsights-blogs.hashnode.dev·Jul 17 · 11 min readModern Data Strategy for Industrial Operations Your finance team closes the month with one OTIF number. Operations has a different one. The plant floor has a third. That is not a reporting problem — it is a strategy problem, and no dashboard fixes00
MIMyData Insightsinmydatainsights-blogs.hashnode.dev·Jul 14 · 10 min readPractitioner-Led Data Consulting — Fractional CDO Model Mid-market industrial buyers have figured out something the global SI model never wanted them to figure out. The senior architect who sold the deal is not the person who delivers it. The juniors who a00
SSapotaCorpinsapotacorpvn.hashnode.dev·Jul 12 · 7 min readDelta Lake schema enforcement and evolution: the guardrail and the trapThere is a moment that happens on almost every lakehouse project, usually a few weeks in. A scheduled job that has been running fine suddenly fails, and the error says Delta Lake refused the write bec00
SSapotaCorpinsapotacorpvn.hashnode.dev·Jul 12 · 10 min readBuilding a Medallion Lakehouse on AWS Glue and Iceberg (No Databricks)When a regulated credit bureau asked us to modernize its credit-reporting platform, the obvious default was Databricks on top of S3. We went a different way. The whole thing runs as an aws medallion a00
SSapotaCorpinsapotacorpvn.hashnode.dev·Jul 12 · 10 min readSCD Type 4 in a Lakehouse: History and Field Audit from Iceberg SnapshotsOn a recent build for a regulated credit bureau, we had a hard requirement that pulled in two directions at once. The reporting layer needed dimension tables that stayed small and fast for Power BI, b00
SSapotaCorpinsapotacorpvn.hashnode.dev·Jul 12 · 8 min readValidating Data Against Its Own History: Baseline Data Quality with GlueDQA row level data quality gate is good at exactly one thing: deciding whether a single value, looked at in isolation, is acceptable. Is the credit limit a non negative number? Is the new IC twelve digi00
EPEvandro Paulainevandropaula.hashnode.dev·Jul 8 · 10 min readDatabricks at Data + AI Summit 2026: The Battle for the Data Tier and Workload Diversification Towards $1T ValuationDisclaimer: The views here are entirely my own and based only on publicly available information — the Summit keynotes, vendor announcements, and published articles. Nothing in this post is confidentia00
STShyaamal Tripathiinshyaamal.hashnode.dev·Jul 5 · 7 min readWhat Is a Data Lakehouse? A clear, vendor-neutral explanation of where the lakehouse came from, why it exists, what changed in the middle, and who should use it today. Explain It Like I’m Five Imagine your company has a giant 00
