User-ranked databases, warehouses, and data infrastructure tools.
Apache Airflow workflow orchestration review: DAGs, scheduling, monitoring. Best for data pipeline management.
BigQuery: Google Cloud, SQL queries, massive scale. Essential data infrastructure tool.
Apache Cassandra database review: distributed NoSQL, linear scalability, high availability. Built for massive scale.
ClickHouse review: columnar OLAP database, real-time analytics. 100x-1000x faster than traditional databases for analytics.
Azure Cosmos DB review: globally distributed, multi-model database. 99.999% availability SLA, turnkey global distribution.
Couchbase review: distributed NoSQL, key-value + document + search. High performance, mobile sync with Couchbase Lite.
dbt: SQL-based transforms, version control, testing. Essential data infrastructure tool.
AWS DynamoDB review: serverless NoSQL, single-digit millisecond latency, automatic scaling. AWS-native key-value store.
Elasticsearch review: distributed search engine, full-text search, log analytics. Real-time search at scale.
Fivetran: automated connectors, ELT platform, no-code integration. Essential data infrastructure tool.
Apache Flink review: stream processing framework. True real-time, stateful computations, exactly-once semantics.
Apache Hive review: SQL-on-Hadoop data warehouse. Query massive datasets with HiveQL. Legacy batch processing.
InfluxDB time-series database review: metrics, events, IoT data. Purpose-built for time-stamped data.
Apache Kafka review: distributed event streaming platform. Real-time data pipelines, event-driven architectures. Industry standard.
MongoDB: NoSQL, flexible schema, horizontal scaling. Essential data infrastructure tool.
MySQL: popular open-source, web applications, LAMP stack. Essential data infrastructure tool.
Neo4j graph database review: relationship-first, Cypher query language. Built for connected data.
PostgreSQL database review: features, performance, extensions. Most advanced open-source relational database.
Presto distributed SQL query engine review: query data where it lives. ANSI SQL across data lakes, databases, warehouses.
Redis: caching, real-time applications, sub-millisecond latency. Essential data infrastructure tool.
Amazon Redshift: AWS native, columnar storage, parallel processing. Essential data infrastructure tool.
Snowflake data warehouse review: cloud-native, auto-scaling, separation of storage and compute. Best for analytics at scale.
Apache Spark review: unified analytics engine for big data processing. Fast in-memory computation, batch and streaming.
TimescaleDB review: PostgreSQL extension for time-series data. Full SQL with automatic partitioning and compression.
Trino SQL query engine review: fast distributed analytics. Query data lakes, databases anywhere with standard SQL.