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Lakehouse: 18 options

18 options compared · 10 tutorial, 3 reference, 2 skill, 1 plugin, 1 runbook, 1 pattern

Comparing 18 options

Lakehouse — Delta Lake, Apache Iceberg and Hudi — ACID tables on object storage with time travel and evolution. The registry currently holds 18 resources: 10 tutorials, 3 references, 2 skills, 1 plugin, 1 runbook, 1 pattern.

Side by side

Every field below comes from the curated record — nothing is sponsored or ranked by payment:

Resource	Type	Difficulty	Verification	Score
Iceberg Table Maintenance	Skill	advanced	community	36.5
Delta Optimization Advisor	Skill	intermediate	community	34.9
Decide when a Delta table needs OPTIMIZE or Z-ORDER	Tutorial	beginner	community	34.15
The lakehouse mental model — lake vs warehouse vs table formats vs zones	Tutorial	beginner	community	34.15
Your first lakehouse table — create, query, measure, compact	Tutorial	beginner	community	34.15
ACID and concurrent writes — why compaction and ingestion collide	Tutorial	intermediate	community	34.15
Capstone — the standing lakehouse checklist	Tutorial	intermediate	community	34.15
Check lakehouse table health with Lakehouse Guard	Tutorial	intermediate	community	34.15
Diagnose a small-files explosion	Tutorial	intermediate	community	34.15
Run the Iceberg maintenance routine	Tutorial	intermediate	community	34.15
Schema evolution and time travel — change the table, keep the past	Tutorial	intermediate	community	34.15
Table format mechanics — snapshots, manifests, and the metadata tables	Tutorial	intermediate	community	34.15
Small files explosion	Runbook	intermediate	community	29.25
Compaction & File-Size Management	Pattern	intermediate	community	28.75
Lakehouse Guard	Plugin	advanced	community	28.6
Apache Iceberg Documentation	Reference	—	community	27.7
Delta Lake Documentation	Reference	—	community	27.7
Query across accounts and table formats with multi-catalog in Amazon EMR	Reference	—	community	23.55

Trust breakdown

Verification mix: 18 community. No evidence gaps: every claim on file matches the record. Read how verification works — nothing here is independently audited yet, and the site says so everywhere it matters.

Security posture

Flagged entries: Iceberg Table Maintenance (2), Delta Optimization Advisor (2), Small files explosion (3), Compaction & File-Size Management (3), Lakehouse Guard (3). Flags record declared capabilities (credentials, write access, network calls) — they are facts to review, not verdicts. Every entry also passes the 30-rule static trust scan; findings print on each detail page.

How to choose

How to choose: start with Decide when a Delta table needs OPTIMIZE or Z-ORDER, The lakehouse mental model — lake vs warehouse vs table formats vs zones for the gentlest on-ramp; defer Iceberg Table Maintenance, Lakehouse Guard until you have production context. Weight verification and evidence over score when two entries are close, and check the last-verified date on each page — the registry re-checks every 180 days.