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DuckDB Internals Part 1

greybeam.ai

1–10 of 165 posts

Re: DuckDB Internals Part 1

#2
> DuckDB has received widespread adoption because it's just so damn easy to use.

This was a major factor in my initial adoption. Since then it has stuck because it’s also absurdly capable, versatile, and fast.

If it wasn’t so easy to use I suspect I wouldn’t have adopted it when I did. The ergonomics are crazy. It still impresses me regularly.

Re: DuckDB Internals Part 1

#4

> DuckDB has received widespread adoption because it's just so damn easy to use. This was a major factor in my initial adoption. Since then it has stuck because it’s also absurdly capable, versatile, and fast. If it wasn’t so easy to use I suspect I wouldn’t have adopted it when I did. The ergonomics are crazy. It still impresses me regularly.

What do you use it for? I’m perpetually interested in using DuckDB, but it doesn’t seem to do anything I need.

Re: DuckDB Internals Part 1

#5
DuckDb makes so much of my life easier, though I've never used it for large problems. The ability to run `select * from 'data.json'` is just lovely. The fact that it's also a powerhouse is so impressive, I'd usually expect a project to be good at small problems (like mine) xor large problems, but not both

Re: DuckDB Internals Part 1

#6
The data scientists I work with use this. Why do they use it? I don't really know much about it, but I've noticed they use it quite often. I mainly use MySQL or PostgreSQL. What are the advantages of DuckDB? It seems like they usually use it as an alternative to Pandas.

Re: DuckDB Internals Part 1

#7
post #4

> DuckDB has received widespread adoption because it's just so damn easy to use. This was a major factor in my initial adoption. Since then it has stuck because it’s also absurdly capable, versatile, and fast. If it wasn’t so easy to use I suspect I wouldn’t have adopted it when I did. The ergonomics are crazy. It still impresses me regularly.

What do you use it for? I’m perpetually interested in using DuckDB, but it doesn’t seem to do anything I need.

I personally find it useful to search logs with AI

Re: DuckDB Internals Part 1

#8
post #6

The data scientists I work with use this. Why do they use it? I don't really know much about it, but I've noticed they use it quite often. I mainly use MySQL or PostgreSQL. What are the advantages of DuckDB? It seems like they usually use it as an alternative to Pandas.

Primarily the ability to work directly with data in its native format (CSV for example) without needing ETL.

Re: DuckDB Internals Part 1

#9
If you're reading this and curious: consider writing a duckdb community extension* or contributing to an existing one*

duckdb is becoming a kind of data superglue between a lot of data ecosystems (GIS, observability, analytics, lakehouses, object storage, etc) that don't talk to each other typically, and it's worth checking out in 2026.

* https://github.com/duckdb/extension-template * https://duckdb.org/community_extensions/

Re: DuckDB Internals Part 1

#10
duckdb is so nice coupled with claude code. It extensive file support and some very interesting decisions on local caching data (like from S3 or snowflake) makes it easy to slice and dice almost any kind of tabular data.
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