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Data EngineeringTrending
25 May 2026 5 min

Data Lake vs Data Warehouse vs Lakehouse

A clear comparison of data lakes, data warehouses and lakehouses: what each stores and when structure is applied, strengths and failure modes such as the data swamp, what a lakehouse adds through table formats and governance, a side-by-side table, and practical guidance on choosing or combining them.

GloryTecks Team
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Azure Data Factory
6 May 2026 11 min

Azure Data Lake Storage Gen2 Explained

Azure Data Lake Storage Gen2 is Blob Storage with a hierarchical namespace switched on. This guide explains what that one setting changes, how role assignments and access control lists are evaluated together, with a model checked against Microsoft's own table, and how to lay out folders, files and tiers.

GloryTecks Team
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Data Engineering
6 May 2026 5 min

Apache Iceberg vs Delta Lake vs Hudi

A comparison of the three open table formats: the problems they all solve on a data lake, Iceberg's hidden partitioning and partition evolution, Delta Lake's transaction log and Spark roots, Hudi's copy-on-write and merge-on-read tables and incremental queries, interoperability through UniForm, and a choice guide.

GloryTecks Team
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Data Engineering
6 May 2026 6 min

Delta Lake Explained: Reliable Lakes with ACID

Delta Lake explained with a working table built from real taxi data: what the transaction log is, how each write becomes an atomic version, schema enforcement rejecting a bad append, delete and merge, a merge that quietly re-inserted deleted rows, time travel between versions, and maintenance.

GloryTecks Team
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AWS
6 May 2026 6 min

AWS Lake Formation: Governance for Data Lakes

AWS Lake Formation puts database-style grants on top of an S3 data lake. This guide explains the problem it solves, how a query is authorised through credential vending, column, row and cell-level filters, tag-based access control, the default that leaves its permissions inactive, and how to adopt it gradually.

GloryTecks Team
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AWS
6 May 2026 8 min

Building a Data Lake on AWS with S3 and Glue

A step-by-step guide to building a data lake on AWS: how to lay out an S3 bucket in zones, land raw data unchanged, write a cleaned Parquet layer, and register tables in the Glue Data Catalog, shown end to end on a real 2.96-million-row file, followed by querying, security, cost controls and how lakes become swamps.

GloryTecks Team
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