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uplpgsql

PL/pgSQL compiled to native code

Details

External ID
48932582
Source
HN
Company
—
Product
uplpgsql
Website domain
github.com
Launched
July 16, 2026
Cohort
—
Upvotes
10
Upvotes percentile
0.5418160095579451
Tags
—
Fetched at
Sept. 7, 2026, 9:26 p.m.
Updated at
Sept. 7, 2026, 9:26 p.m.

Description

uplpgsql compiles PL/pgSQL to native code. It took over twenty years to get here, but here it is.On July 19, 2005, I demoed my optimizing PL/SQL compiler to Andy Astor, Denis Lussier, and Jim Mlodgenski at EnterpriseDB; PL/SQL packages, procedures, and functions ran on Postgres at native speed, not interpreted. While they didn't acquire it, they brought me on as a founding engineer focused on Oracle Database compatibility and performance.Then, on November 20, 2014, long after we'd both left, Denis suggested I make it a universal PL compiler that didn't care which dialect it was handed, with front-ends for PL/pgSQL, PL/SQL, SQL/PSM, and T-SQL. "Build it on top of your compiler," he said, "and call it the Universal Procedural Language." I did, but I kept it closed.uplpgsql is the modern PL/pgSQL version of that compiler, built using AI-assisted analysis and reconstruction of my prior work, now JIT-based and Apache licensed.Why? Because normal PL/pgSQL is a tree-walking interpreter: every IF, every loop iteration, every assignment costs a switch dispatch and call through exec_stmt. Postgres' built-in JIT doesn't help. uplpgsql compiles the control flow itself to native code through its own LLJIT instance. It has multi-tiered optimizations from truly native to direct Postgres function calls to helpers to an interpreted worst case. Postgres doesn't even need to be built --with-llvm.Independent benchmarks show 2-4x on ordinary stored procedures and up to 22x on heavy procedural and numerical work. Some functions are currently slower than interpreted; we're working on those regressions.Super-pre-alpha WIP. Building against PostgreSQL 20devel. Keep it away from anything and everything you care about. It's under heavy development by Joshua Drake (JD) of Command Prompt and me, with several other Postgres companies joining the effort.Still want to play with it? Build and use LANGUAGE uplpgsql instead of plpgsql. Docker coming soon.

Enrichment

Theme
database infrastructure and developer tools
Vertical
Horizontal
Function
Dev tools
Audience
Developer
AI stance
Not AI
Project type
Hobby / open-source project
Normalized one-liner
plpgsql compiler to native code
Manually corrected
False

Could you build this?

No Compiling PL/pgSQL directly into native machine code requires specialized compiler engineering and deep low-level mastery of PostgreSQL's internal C runtime architecture.

What it would actually take: Requires deep systems and database engineering expertise in C, LLVM IR generation, and PostgreSQL backend internals. The compiler must parse PL/pgSQL ASTs, translate procedural control flow and SPI (Server Programming Interface) queries into native machine instructions, and integrate with Postgres memory contexts and transaction management.

Discussion

No comments on this launch.

Competitors

Other products that read as similar to this one — 137 launches clear the similarity bar, closest 8 shown.

Attention rank: #71 of 138 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 259 days after the earliest competitor.

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