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Database Benchmark Performance Comparisons

BACKGROUND
5 SIGNALSFIRST DETECTED 22 March 2026UPDATED 17 October 2026
The NewsHive View

The thread began on March 22 with a closer look at SpacetimeDB v2 and its claim that it runs 23 times faster than SQLite under certain conditions. SpacetimeDB is ClockworkLabs’ attempt to combine the game server and database in one runtime, with game logic inside the database. The Dev.to analysis questioned whether the benchmark justified its headline number.

Attention moved on May 29 to “SurrealDB 3.x by the numbers,” followed on July 29 by a LioranDB V2 pre-alpha benchmark summary. By August 16, the comparison had widened. CognoDB was tested against four graph databases to examine what their free tiers provide, and the author said the most interesting result had nothing to do with CognoDB. An August 21 test of five graph databases reported that its first four hours “measured the Indian Ocean,” a dry reminder that benchmark setup can become the result.

The surrounding Dev.to discussion has also covered predictable system failures, resilient high-throughput ingestion, replacing B-trees with mathematics in Rust, scaling vector databases to billions of embeddings, Postgres data types and the 2026 write penalty, a 2026 database-breach post-mortem, and a TypeScript object-graph database built to avoid flattening everything. The analytical thread remains unchanged: database benchmarks reveal plenty about the chosen workload, limits and infrastructure. They reveal enough about the database only sometimes.

Taking this as factual, impact is 10%. Developers choosing databases, especially vibe coders working from headline comparisons and free-tier promises, have more reasons to inspect workloads, configuration and measurement boundaries before committing to an architecture. The reports broaden the comparison pool. They do not establish a common test that makes SpacetimeDB, SurrealDB, LioranDB, CognoDB and the graph-database field directly comparable.

Watch for reproducible benchmark code, disclosed hardware and configurations, independent reruns, and tests using the same workloads across products. Those details would show whether the current numbers apply beyond the conditions that produced them.

How the story developed
29 Jul
29 May
SurrealDB 3.x by the numbers
REPORT · WHAT · Dev.to
Other feeds and industry voices
21 Aug
I benchmarked CognoDB against four other graph databases. The most interesting result had nothing to do with CognoDB.

<p>I was asked to benchmark CognoDB Cloud, a managed graph database, against four other graph platforms on the same hardware, the same dataset, and the same queries. The brief was

REPORT · WHAT · Dev.toOPEN STORY
1 Apr
Why Your System Fails on the Most Predictable Day of the Year

<p>Most applications don't fail because of bad code.</p> <p>They fail because of bad architecture decisions made early that nobody questioned <br /> until it was too late.</p>

REPORT · WHERE · Dev.toOPEN STORY
2 Oct
Designing Resilient Ingestion: Handling High-Throughput Stream Spikes Without Crashing

<blockquote> <p>The pager went off at 2:14 AM.</p> </blockquote> <p>If you’ve spent any time operating distributed systems, you know that sound. It doesn’t just wake you up; it

REPORT · WHAT · Dev.toOPEN STORY
20 Oct
The Index Is There and the Plan Still Reads 1,000 Pages

<p><em>B-tree internals, column order and planner statistics in Postgres 19, checked against MongoDB's ESR rule.</em></p> <p>Most "add an index" advice stops at <code>CREATE

REPORT · WHO · Dev.toOPEN STORY
13 Apr
Scaling Vector Databases: How to Handle Billions of Embeddings

<p>Your RAG application works perfectly with 1,000 documents. You push it to production, upload 10 million vectors, and suddenly your query latency jumps from 50ms to 5 seconds.

REPORT · HOW · Dev.toOPEN STORY
26 Apr
Postgres Database, Data Types in Postgres , and The Write Penalty (2026)

<p>BACKEND ARCHITECTURE MASTERY</p> <h1> Day 8: Databases Part 1 - Postgres, orjson, and The Physics of Writes </h1> <p>15 min read</p> <p>Series: <strong>Logic &amp;

REPORT · WHAT · Dev.toOPEN STORY
22 Mar
A post-mortem on the fastest database breach of 2026 - and the quality gate that would have stopped it cold.

<p>On January 28, 2026, Moltbook launched to considerable fanfare. The pitch was bold: an "agent-first, human-second" social network where 1.5 million autonomous AI agents could

REPORT · WHERE · Dev.toOPEN STORY
2 Aug
Offline reads are easy. Durable offline writes are the hard part.

<p>Offline reads are relatively straightforward. Put data in SQLite, query it locally, and render the result. Offline writes are where things get uncomfortable.</p> <p>What

REPORT · WHERE · Dev.toOPEN STORY
Sources
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