Data and AI struggles

1,730 problems · 342 companies

Cloud and tool cost

Observability and logging costs outgrow the value

8 posts from 8 people8d activeSteady, +1 this week

Posts per day

Posts per day8 posts, Sep 11 to Nov 9

The posts behind it

GitHub issuesClickHouse/ClickHouse · alesapinNov 5

Expose Delta Lake log statistics to the query optimizer

With `use_iceberg_manifest_statistics`, join reordering and the Cascades optimizer estimate Iceberg reads from their manifest files: rows after pruning and deletes, plus min/max, NULL fraction and number of distinct values of the columns. Delta Lake reads still get no estimate....

1 reactions
Redditr/devops · u/pussysealOct 30

Datadog: We're paying the bill, so why the hell can't we access our cost data?

...I'm trying to understand where the money goes. Why is accessing our own cost data such a nightmare?. Has anyone dealt with anything similar?.

GitHub issuesvercel/next.js · cavez86Oct 14

Docs: self-hosting cacheHandler example is an unbounded in-memory cache and disables the default LRU

### What is the documentation issue? The `cache-handler.js` example in [Self-Hosting → Configuring Caching](https://nextjs.org/docs/app/guides/self-hosting#configuring-caching) stores entries in a module-level `Map` with no size limit, no TTL, and no eviction. The paired...

1 replies
GitHub issuesvllm-project/vllm · mfourniouxOct 9

[Usage]: How to reduce the number of Prometheus metrics exposed by vLLM?

### Your current environment ### What is the problem? I deploy vLLM on Kubernetes and scrape the `/metrics` endpoint with a Prometheus Operator `ServiceMonitor`. The endpoint exposes a very large number of metrics/time series (about [N] series per pod). This is a concern for us...

1 replies
GitHub issuespola-rs/polars · MarkusRognlienOct 5

Panic in row estimation for group_by/unique over an empty parquet scan under a join

### Checks - [x] I have checked that this issue has not already been reported. - [x] I have confirmed this bug exists on the [latest version](https://pypi.org/project/polars/) of Polars. (broken in 2.0.0-rc.2, fine on 1.44.2.) ### Reproducible example ### Log output ### Issue...

1 reactions
GitHub issuesClickHouse/ClickHouse · FgrtueSep 22

RFC Elasticsearch Table Engine

### Company or project name ClickHouse ### Use case To be able to query Elasticsearch form within ClickHouse ### Describe the solution you'd like # Arguments for `Elasticsearch` 1. Positional arguments, where some of them have `key = value` format 2. Named collection with index...

4 reactions
GitHub issueslangchain-ai/langchain · ChampionsZhangSep 21

langchain-typesafe: TypeSafeClassifier sends requests when questions is empty

### Submission checklist - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangChain rather than...

4 replies
GitHub issuesduckdb/duckdb · paultiqSep 11

Arrow scan: estimated cardinality is always 1, so `ORDER BY ... LIMIT` loses `TOP_N`

### What happens? For a registered Arrow table, the estimated cardinality that reaches the optimizer is always 1, and it arrives flagged as a known estimate rather than as absent. This degrades optimizer decisions (ie: TopN selection) for arrow sources. ## Impact The estimate...

Companies and products named

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About this problem

Evidence

8 posts from 8 people in 7 places, about 1 a week over 56 days. Mostly on ClickHouse/ClickHouse, langchain-ai/langchain, duckdb/duckdb. Tools named alongside: GitHub, ClickHouse, Kubernetes, LangChain.

Frustration Frustration 1 of 3· Seen on GitHub issues, Reddit

How it was grouped

Posts that state a pain and match the "observability-cost" rule. First post Sep 11, 2026, latest Nov 5, 2026. Corroborated: 3 or more posts from 2 or more people or places. Method

The same problem elsewhere

ClickHouse costs outgrow the value it gives

11 posts from 3 people on GitHub issues.

DuckDB costs outgrow the value it gives

4 posts from 4 people on GitHub issues.

Polars costs outgrow the value it gives

2 posts from 2 people on GitHub issues. Unverified.

NVIDIA costs outgrow the value it gives

2 posts from 2 people on GitHub issues. Unverified.

dbt costs outgrow the value it gives

2 posts from 1 person on GitHub issues. Unverified.

History

Momentum went from fading to steady.

Nov 6, 2026

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Oct 7, 2026

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Oct 2, 2026

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Sep 28, 2026

Corroborated: 3 or more posts from 2 or more people or places.

Sep 27, 2026

Momentum went from steady to rising.

Sep 27, 2026