Schema Registry Buying Guide: Test Consumers, History, and Recovery
Evaluate schema registries with mixed consumer versions, compatibility policies, semantic changes, cached clients, deletion, export, and recovery tests.
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Software buying guides
Feature Store Evaluation: Test History, Freshness, and Reproducibility
Use a known-answer dataset to evaluate feature stores for point-in-time retrieval, late data, online freshness, version changes, costs, and reproducibility.
Stream Processing Platforms: 12 Tests Before Real-Time Production
Evaluate stream processing for event contracts, time, ordering, state, delivery, replay, late data, backpressure, recovery, observability, cost, and exit.
Reverse ETL Platforms: 12 Tests Before Warehouse Data Activation
Evaluate reverse ETL for models, identity, minimization, consent, mappings, upserts, deletion, observability, security, scale, cost, and exit.
Enterprise Search Software: 12 Tests Before Company-Wide Rollout
Evaluate enterprise search for connectors, permissions, relevance, freshness, duplicates, AI answers, deletion, resilience, security, cost, and exit.
Data Clean Room Software: 12 Buying Tests Before Sharing Customer Data
Evaluate data clean room software for lawful purpose, inputs, identity matching, query controls, privacy thresholds, exports, administration, evidence, cost, and exit before sharing data.
Customer Data Platform Software: 8 Buying Tests
Evaluate CDP software with eight tests for collection, identity resolution, profiles, consent, segmentation, activation, measurement, privacy, security, data quality, portability, and cost.
Database Migration Software: 8 Buying Tests
Evaluate database migration software with eight tests for discovery, schema conversion, data fidelity, CDC, validation, cutover, rollback, security, records, observability, scale, and cost.
Master Data Management Software: 8 Buying Tests
Evaluate MDM software with eight tests for source onboarding, match and merge, golden records, hierarchy, stewardship, quality, distribution, governance, audit, migration, and total cost.
Data Catalog Software: 8 Buying Tests
Evaluate data catalog software with eight tests for metadata ingestion, search, glossary, ownership, lineage, quality, access workflow, automation, APIs, governance, adoption, and cost.