March 18, 2026
Analytics DB Insights · Mar 18 Daily Digest
EDB Postgres AI with NVIDIA GPU Acceleration
- 🔥 cuDF for Spark Integration: EDB announced expanded integrations with NVIDIA cuDF for Apache...
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Analytics DB Insights
Created by Yuwei Xiao
Case studies, benchmarks, and release notes on DuckDB and PostgreSQL analytics
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Explore the latest content tracked by Analytics DB Insights
March 18, 2026
EDB's NVIDIA cuDF Acceleration for Postgres in Agentic AI and OLAP
EDB Postgres AI integrates NVIDIA cuDF for Spark to deliver GPU-accelerated analytics:
- 50–100x faster interactive queries on 3TB+ datasets with...
March 17, 2026
Agentic AI Drives Postgres to Converge Ops and Analytics in Lakehouses
Agentic AI collapses workload boundaries, signaling a unified data stack trend away from fragmented platforms.
Key Postgres positioning:
- Evolves as...
March 17, 2026
PostgreSQL 18: Universal Platform for Analytics & OLAP
Key shifts making PostgreSQL a universal data platform for analytics:
- PG18 perf breakthroughs: AIO via io_uring boosts throughput 2x-3x; adds UUIDv7...
March 17, 2026
EDB Postgres + NVIDIA: 100x GPU Boosts for Scalable Agentic Analytics
- Predictable scale: EDB Postgres AI leverages NVIDIA RAPIDS for GPU-accelerated agentic workloads, enhancing enterprise analytics.
- Massive...
March 17, 2026
SQL Server to Aurora PostgreSQL Migration: Challenges and Proven Strategies for Analytics Scale
Practical hurdles in adopting Aurora PostgreSQL for scalable analytics:
- Rising costs & overhead: SQL Server licensing escalates with scale; heavy...
March 17, 2026
Oboe's DuckDB Final Exam: Mastering Out-of-RAM Analytics
DuckDB executes complex queries and aggregations far more efficiently on data beyond RAM limits – perfect for OLAP workloads. Take Oboe's hands-on final exam to test your skills and earn a grade.
March 16, 2026
Postgres Vector Benchmarks: 50M Vectors at 470+ QPS with 99% Recall
Postgres kills vector DB sprawl by handling fifty million vectors at over 470 queries per second with 99% recall. A unified powerhouse for analytics pipelines.
March 16, 2026
PostgreSQL EXPLAIN: Baseline for Analytics Query Optimization
Key to tuning analytics workloads:
- PostgreSQL constantly tracks query statistics
- EXPLAIN delivers estimates as a good baseline for finding performance issues
- Advance with EXPLAIN ANALYZE for real execution insights
March 16, 2026
DuckDB Mastery: Key Performance Tips for Lakehouse BI
Mastering DuckDB for analytics? Focus on these real-world optimizations from Oboe’s case studies:
- Prefer Parquet: DuckDB shines with Parquet and its...
March 13, 2026
Analytics DB Insights · Mar 13 Daily Digest
Postgres Adoption Momentum
- 🔥 Postgres Vitality Index: EDB announced the Postgres Vitality Index measuring commercial contributions, with EDB...
March 13, 2026
LLMs + DuckDB: Unlocking Accurate BI Queries via Text-to-SQL
LLMs struggle with data aggregation for business questions like churn risk or revenue, but connecting to analytics DBs like DuckDB enables real OLAP...
March 13, 2026
Postgres Dominance in AI Era: Vitality Index and Enterprise Adoption Surge
Postgres leads enterprise AI/data platforms, backed by key metrics:
- 81% of successful AI adopters (top 13% of 95% sprinting firms) use open source,...
March 13, 2026
DuckDB + DuckLake: Lightweight OLAP Lakehouse with Warehouse Features
Discover a portable analytics platform using DuckDB + DuckLake for BI workloads:
- Embedded OLAP engine: DuckDB queries Parquet zero-ingest, plus...
March 12, 2026
EDB Postgres Analytics Accelerator Unlocks Lakehouse Analytics in Postgres
Key enhancements for modern Postgres OLAP workloads:
- Lakehouse front-end to S3 storage, decoupling compute for isolated BI dashboards (e.g.,...
March 12, 2026
PostgreSQL Drives AI-Powered Retail BI Pipeline in Real-World Project
A complete end-to-end retail BI system showcases PostgreSQL as the core warehouse for ERP data transformation and analysis:
- Star Schema modeling:...
March 11, 2026
Analytics DB Insights · Mar 11 Daily Digest
Benchmark Comparisons
- 🔥 PostgreSQL vs. ScyllaDB vs. ClickHouse: Comparison covers architectures, performance traits, scalability, query speed,...
March 11, 2026
PostgreSQL's OLAP Strengths vs ClickHouse & ScyllaDB Tradeoffs
Key PostgreSQL edges in analytics workloads:
- ACID compliance ensures transactional integrity for reliable processing.
- Superior security with...
March 11, 2026
LLMs Hit 95% SQL Accuracy on BIRD Benchmark in DuckDB – Semantic Layers at Risk?
Game-changing benchmark: Jacob Matson tested Claude, GPT, and Gemini on 500 BIRD questions via MotherDuck, scoring 58-64% traditionally but 94-95%...
March 10, 2026
Postgres JSONB Essentials: Operators, GIN Indexes, and Query Patterns for OLAP
Unlock semi-structured data in Postgres OLAP with jsonb—ideal for API payloads and events.
- Key operators:
@>for containment,jsonb_path_queryfor...