# \#developer-experience **URL:** https://forum.weaviate.io/tag/developer-experience/6.md [Latest](https://forum.weaviate.io/latest.md) · [Categories](https://forum.weaviate.io/categories.md) · [Tags](https://forum.weaviate.io/tags.md) --- ## [Best Practice for Multi-Tenant Architecture with Shared and User-Specific Documents](https://forum.weaviate.io/t/best-practice-for-multi-tenant-architecture-with-shared-and-user-specific-documents/21859)
**Author:** [@Paul\_Indsoft](https://forum.weaviate.io/u/Paul_Indsoft)\ **Replies:** 4\ **Last updated:** [September 10, 2026, 9:00am UTC](https://forum.weaviate.io/t/best-practice-for-multi-tenant-architecture-with-shared-and-user-specific-documents/21859 "2026-09-10T09:00:32Z")
Hi Weaviate community, I’m designing a production system where I need to handle two types of documents: Common documents - Shared across all clients/users User-uploaded documents - Specific to each client/user I… --- ## [Getting Unable to parse hex string to integer error at delete\_many function](https://forum.weaviate.io/t/getting-unable-to-parse-hex-string-to-integer-error-at-delete-many-function/22195)
**Author:** [@Dharanish](https://forum.weaviate.io/u/Dharanish)\ **Replies:** 6\ **Last updated:** [August 31, 2026, 1:00pm UTC](https://forum.weaviate.io/t/getting-unable-to-parse-hex-string-to-integer-error-at-delete-many-function/22195 "2026-08-31T13:00:32Z")
Description Deleting objects based on property of string type with verbose set to True return WeaviateDeleteManyError tenant.data.delete\_many( where=Filter.by\_property(name="document\_id").equal("Document\_12345"), dr… --- ## [Knowledge Universe API — populate Weaviate with scored, multi-source knowledge in one call](https://forum.weaviate.io/t/knowledge-universe-api-populate-weaviate-with-scored-multi-source-knowledge-in-one-call/22257)
**Author:** [@VLSiddarth](https://forum.weaviate.io/u/VLSiddarth)\ **Replies:** 4\ **Last updated:** [July 3, 2026, 7:21am UTC](https://forum.weaviate.io/t/knowledge-universe-api-populate-weaviate-with-scored-multi-source-knowledge-in-one-call/22257 "2026-07-03T07:21:42Z")
Title: Knowledge Universe API — populate Weaviate with scored, multi-source knowledge in one call Hey Weaviate community, I built Knowledge Universe API and wanted to share a pattern that might be useful for anyone bui… --- ## [Proposing OrcaRouter Native Integration for Verba (OpenAI-compatible LLM gateway)](https://forum.weaviate.io/t/proposing-orcarouter-native-integration-for-verba-openai-compatible-llm-gateway/22460)
**Author:** [@Song\_Jinhao](https://forum.weaviate.io/u/Song_Jinhao)\ **Replies:** 0\ **Last updated:** [May 27, 2026, 1:08pm UTC](https://forum.weaviate.io/t/proposing-orcarouter-native-integration-for-verba-openai-compatible-llm-gateway/22460 "2026-05-27T13:08:52Z")
Hi Weaviate & Verba team, I’ve opened a PR adding OrcaRouter as a native LLM provider in Verba: https://github.com/weaviate/Verba/pull/470 About OrcaRouter OrcaRouter is an OpenAI-compatible API gateway that fronts 160… --- ## [Beever Atlas: an open-source LLM Wiki on Weaviate (3-tier schema for chat memory)](https://forum.weaviate.io/t/beever-atlas-an-open-source-llm-wiki-on-weaviate-3-tier-schema-for-chat-memory/22339)
**Author:** [@jhkchan](https://forum.weaviate.io/u/jhkchan)\ **Replies:** 0\ **Last updated:** [April 27, 2026, 5:24am UTC](https://forum.weaviate.io/t/beever-atlas-an-open-source-llm-wiki-on-weaviate-3-tier-schema-for-chat-memory/22339 "2026-04-27T05:24:17Z")
Hey everyone :waving\_hand: We just open-sourced Beever Atlas — an LLM Wiki for team chat that distills Slack / Discord / Microsoft Teams / Mattermost / Telegram conversations into a structured, browsable wiki backed by … --- ## [Seeking architectural patterns: Balancing hybrid search with mathematical temporal decay](https://forum.weaviate.io/t/seeking-architectural-patterns-balancing-hybrid-search-with-mathematical-temporal-decay/22329)
**Author:** [@VLSiddarth](https://forum.weaviate.io/u/VLSiddarth)\ **Replies:** 4\ **Last updated:** [April 21, 2026, 7:50am UTC](https://forum.weaviate.io/t/seeking-architectural-patterns-balancing-hybrid-search-with-mathematical-temporal-decay/22329 "2026-04-21T07:50:22Z")
(Architecture / Design Question - No specific error logs) I love Weaviate’s hybrid search, but I’m struggling with the architecture around context rot. If I have a highly relevant 3-year-old chunk and a moderately rele… --- ## [Schema loss after scale down and scale up the RAFT cluster](https://forum.weaviate.io/t/schema-loss-after-scale-down-and-scale-up-the-raft-cluster/22317)
**Author:** [@Dharanish](https://forum.weaviate.io/u/Dharanish)\ **Replies:** 2\ **Last updated:** [April 16, 2026, 2:02pm UTC](https://forum.weaviate.io/t/schema-loss-after-scale-down-and-scale-up-the-raft-cluster/22317 "2026-04-16T14:02:21Z")
Team, Due to some issues on the Kubernetes side, we had to delete and recreate the Weaviate cluster. However, the cluster did not start because Raft does not support scale-down or deletion in this manner. To proceed, w… --- ## [A force-directed graph of A.I. vectors using D3blocks and Weaviate](https://forum.weaviate.io/t/a-force-directed-graph-of-a-i-vectors-using-d3blocks-and-weaviate/21924)
**Author:** [@Katherine](https://forum.weaviate.io/u/Katherine)\ **Replies:** 6\ **Last updated:** [March 25, 2026, 2:03pm UTC](https://forum.weaviate.io/t/a-force-directed-graph-of-a-i-vectors-using-d3blocks-and-weaviate/21924 "2026-03-25T14:03:18Z")
I really like vector data shown in an animated force-directed graph. So, I stored the vectors in Weaviate. Then I fed the ‘nearest neighbor’ data from Weaviate to the D3blocks library, which allowed me to have FDG p… --- ## [Duplicate content in “Prompt Engineering” Knowledge Card (shows Distance Thresholding content)](https://forum.weaviate.io/t/duplicate-content-in-prompt-engineering-knowledge-card-shows-distance-thresholding-content/22225)
**Author:** [@Khush](https://forum.weaviate.io/u/Khush)\ **Replies:** 1\ **Last updated:** [January 27, 2026, 9:49am UTC](https://forum.weaviate.io/t/duplicate-content-in-prompt-engineering-knowledge-card-shows-distance-thresholding-content/22225 "2026-01-27T09:49:34Z")
On the Weaviate Knowledge Cards page under Advanced RAG Techniques, the “Prompt Engineering” card contains the same content as the “Distance Thresholding” card. Expected behavior: The Prompt Engineering card should ex… --- ## [Query call with protocol GRPC search failed with message connection to: Azure OpenAI API failed with status: 404 error: Resource not found](https://forum.weaviate.io/t/query-call-with-protocol-grpc-search-failed-with-message-connection-to-azure-openai-api-failed-with-status-404-error-resource-not-found/22212)
**Author:** [@jasnoor](https://forum.weaviate.io/u/jasnoor)\ **Replies:** 10\ **Last updated:** [January 13, 2026, 1:34pm UTC](https://forum.weaviate.io/t/query-call-with-protocol-grpc-search-failed-with-message-connection-to-azure-openai-api-failed-with-status-404-error-resource-not-found/22212 "2026-01-13T13:34:25Z")
I am trying to create a locally hosted Weaviate RAG wherein I am calling the Azure Government Cloud OpenAI models for generation but it is failing with the error message: I have specified the correct API key, Deployment… --- ## [Recurring DEADLINE\_EXCEEDED after 700s on simple near\_text queries - Shared Cluster GCP Europe](https://forum.weaviate.io/t/recurring-deadline-exceeded-after-700s-on-simple-near-text-queries-shared-cluster-gcp-europe/22207)
**Author:** [@Mehdi\_Essafi](https://forum.weaviate.io/u/Mehdi_Essafi)\ **Replies:** 1\ **Last updated:** [December 31, 2025, 3:57pm UTC](https://forum.weaviate.io/t/recurring-deadline-exceeded-after-700s-on-simple-near-text-queries-shared-cluster-gcp-europe/22207 "2025-12-31T15:57:22Z")
Environment: Weaviate Cloud version: 1.34.5 Cloud provider: GCP Region: Europe Cluster type: Shared (99.5% SLA) Python client: weaviate-client==4.16.9 Python: 3.9 Problem: Simple near\_text() queries hang for 700+ sec… --- ## [How to disable TLS when TLS is being terminated by a TLS reverse proxy?](https://forum.weaviate.io/t/how-to-disable-tls-when-tls-is-being-terminated-by-a-tls-reverse-proxy/22154)
**Author:** [@coolaj86](https://forum.weaviate.io/u/coolaj86)\ **Replies:** 1\ **Last updated:** [November 18, 2025, 7:45am UTC](https://forum.weaviate.io/t/how-to-disable-tls-when-tls-is-being-terminated-by-a-tls-reverse-proxy/22154 "2025-11-18T07:45:36Z")
Description I want to run bare weaviate on its own, barebones. I choose weaviate because it has the features I need, and it’s written in Go - so I knew the deployment would be very straightforward and easy (single binar… --- ## [Query Regarding Vector Search in Cluster & Read-On-Repair for Vector Search vs Search by Filter/ID](https://forum.weaviate.io/t/query-regarding-vector-search-in-cluster-read-on-repair-for-vector-search-vs-search-by-filter-id/22129)
**Author:** [@RUDRAPRIYAN](https://forum.weaviate.io/u/RUDRAPRIYAN)\ **Replies:** 6\ **Last updated:** [November 17, 2025, 7:22pm UTC](https://forum.weaviate.io/t/query-regarding-vector-search-in-cluster-read-on-repair-for-vector-search-vs-search-by-filter-id/22129 "2025-11-17T19:22:27Z")
Performed with Read consistency as QUORUM and ALL & Async Replication Disabled 1)why is that read-on-repair works for search by filter case but not vector search 2) Setup(3 Node Cluster) - Node A down, insertion happen… --- ## [Filtering objects based nested property](https://forum.weaviate.io/t/filtering-objects-based-nested-property/9893)
**Author:** [@zmliu213](https://forum.weaviate.io/u/zmliu213)\ **Replies:** 3\ **Last updated:** [November 3, 2025, 1:12pm UTC](https://forum.weaviate.io/t/filtering-objects-based-nested-property/9893 "2025-11-03T13:12:46Z")
Here is an example of properties of an object {… ‘sectionName’: ‘introduction’, ‘title’: ‘Tuberculosis manifesting with significant peripheral eosinophilia: A case report and review of literature’, ‘publishingDate’: d… --- ## [Weaviate Spark Connector & Async Indexing](https://forum.weaviate.io/t/weaviate-spark-connector-async-indexing/22063)
**Author:** [@Arindom\_Bora](https://forum.weaviate.io/u/Arindom_Bora)\ **Replies:** 2\ **Last updated:** [October 20, 2025, 11:41am UTC](https://forum.weaviate.io/t/weaviate-spark-connector-async-indexing/22063 "2025-10-20T11:41:24Z")
Description We have been indexing into weaviate using the spark connector 1.3.2 batch writes. Recently, we came across weaviate’s async indexing capability. When we turned it on using the ENV ASYNC\_INDEXING = true & whi… --- ## [Best practice where multiple records have exactly the same vector - deduplicate or keep separate?](https://forum.weaviate.io/t/best-practice-where-multiple-records-have-exactly-the-same-vector-deduplicate-or-keep-separate/22025)
**Author:** [@fastdatascience](https://forum.weaviate.io/u/fastdatascience)\ **Replies:** 2\ **Last updated:** [October 10, 2025, 9:05am UTC](https://forum.weaviate.io/t/best-practice-where-multiple-records-have-exactly-the-same-vector-deduplicate-or-keep-separate/22025 "2025-10-10T09:05:13Z")
Best strategy for deduplicating vectors I am building a database of costs of medical procedures. Sometimes there are multiple items with the same text string e.g. “blood draw” and therefore the same embedding. E.g. I … --- ## [Weaviate C# Client: Your Insights Wanted!](https://forum.weaviate.io/t/weaviate-c-client-your-insights-wanted/21995)
**Author:** [@DudaNogueira](https://forum.weaviate.io/u/DudaNogueira)\ **Replies:** 0\ **Last updated:** [September 24, 2025, 1:48pm UTC](https://forum.weaviate.io/t/weaviate-c-client-your-insights-wanted/21995 "2025-09-24T13:48:07Z")
Hello Everyone!! :hugs: Our engineering team has been working hard to make Weaviate’s capabilities and functionalities even more accessible for C# developers. A brand new Weaviate C# Client is in the last stages of dev… --- ## [Weaviate Studio: Manage & Query Weaviate from VS Code – Feedback & Feature Requests Welcome!](https://forum.weaviate.io/t/weaviate-studio-manage-query-weaviate-from-vs-code-feedback-feature-requests-welcome/21904)
**Author:** [@Prasad\_Muley](https://forum.weaviate.io/u/Prasad_Muley)\ **Replies:** 7\ **Last updated:** [September 2, 2025, 4:10pm UTC](https://forum.weaviate.io/t/weaviate-studio-manage-query-weaviate-from-vs-code-feedback-feature-requests-welcome/21904 "2025-09-02T16:10:30Z")
Hi everyone! I’m excited to introduce Weaviate Studio – a VS Code extension for managing and querying Weaviate vector databases. As someone actively using and experimenting with Weaviate with a self hosted instance , I … --- ## [Stopwords in filters cause errors, even when added to stopwords\_removals](https://forum.weaviate.io/t/stopwords-in-filters-cause-errors-even-when-added-to-stopwords-removals/21491)
**Author:** [@Sebastjan\_Skrbinsek1](https://forum.weaviate.io/u/Sebastjan_Skrbinsek1)\ **Replies:** 4\ **Last updated:** [August 29, 2025, 10:37am UTC](https://forum.weaviate.io/t/stopwords-in-filters-cause-errors-even-when-added-to-stopwords-removals/21491 "2025-08-29T10:37:14Z")
We have a weaviate collection that contains embedings in multiple languages, with metadata ‘langauge’ that we use to filter the values. The languages include: “en”, “it” “de” etc… When creating the collection, no speci… --- ## [Negative property boosting](https://forum.weaviate.io/t/negative-property-boosting/21902)
**Author:** [@nikhil1728](https://forum.weaviate.io/u/nikhil1728)\ **Replies:** 2\ **Last updated:** [August 26, 2025, 1:43pm UTC](https://forum.weaviate.io/t/negative-property-boosting/21902 "2025-08-26T13:43:25Z")
Currently, Weaviate supports property boosting where certain fields can be given a higher weight during hybrid or BM25 searches. However, in some use cases, I want to do the opposite , de-emphasize or negatively boost ce… --- ## [Generate Query Fails with Interface Conversion Error While Regular Query Works](https://forum.weaviate.io/t/generate-query-fails-with-interface-conversion-error-while-regular-query-works/21646)
**Author:** [@Paul\_Indsoft](https://forum.weaviate.io/u/Paul_Indsoft)\ **Replies:** 8\ **Last updated:** [August 22, 2025, 9:18pm UTC](https://forum.weaviate.io/t/generate-query-fails-with-interface-conversion-error-while-regular-query-works/21646 "2025-08-22T21:18:38Z")
Environment Weaviate: Local installation (please specify version if known) Client: Python client (please specify version) Vectorizer: text2vec-ollama Generative: ollama (llama3.1:8b) Issue Description When attempting t… --- ## [MUVERA ERROR](https://forum.weaviate.io/t/muvera-error/21807)
**Author:** [@Emre\_Kuru](https://forum.weaviate.io/u/Emre_Kuru)\ **Replies:** 3\ **Last updated:** [August 11, 2025, 3:47pm UTC](https://forum.weaviate.io/t/muvera-error/21807 "2025-08-11T15:47:14Z")
Hi, I keep getting this error when im trying to query a collection i have that was build with MUVERA. The collection was created through a custom embedder, specifically "Metric-AI/ColQwen2.5-7b-multilingual-v1.0” The … --- ## [Exa Ranking Lab – Track & Analyze Semantic Search Drift over Time (with Weaviate Plug-in Potential)](https://forum.weaviate.io/t/exa-ranking-lab-track-analyze-semantic-search-drift-over-time-with-weaviate-plug-in-potential/21808)
**Author:** [@Chaitanya\_Kulthe](https://forum.weaviate.io/u/Chaitanya_Kulthe)\ **Replies:** 0\ **Last updated:** [August 9, 2025, 6:33am UTC](https://forum.weaviate.io/t/exa-ranking-lab-track-analyze-semantic-search-drift-over-time-with-weaviate-plug-in-potential/21808 "2025-08-09T06:33:59Z")
Hey Weaviate community! :waving\_hand: I’ve been building Exa Ranking Lab — a comprehensive semantic search quality monitoring system that I’d love to contribute to the Weaviate ecosystem and collaborate directly with th… --- ## [Weaviate cosine similarity completelly different than ScikitLearn with SentenceTransformer vectorizer](https://forum.weaviate.io/t/weaviate-cosine-similarity-completelly-different-than-scikitlearn-with-sentencetransformer-vectorizer/9436)
**Author:** [@ziemowit-s](https://forum.weaviate.io/u/ziemowit-s)\ **Replies:** 2\ **Last updated:** [August 6, 2025, 2:47pm UTC](https://forum.weaviate.io/t/weaviate-cosine-similarity-completelly-different-than-scikitlearn-with-sentencetransformer-vectorizer/9436 "2025-08-06T14:47:02Z")
Hi guys! :slight\_smile: I noticed a strange but important issue (bug?) with cosine similarity in Weaviate. I’m using external SentenceTransformer for vectorization, and when I compare cosine similarity obtained with Sci… --- ## [Not able to see vectors in collection](https://forum.weaviate.io/t/not-able-to-see-vectors-in-collection/21740)
**Author:** [@vishal.r](https://forum.weaviate.io/u/vishal.r)\ **Replies:** 1\ **Last updated:** [July 30, 2025, 5:48pm UTC](https://forum.weaviate.io/t/not-able-to-see-vectors-in-collection/21740 "2025-07-30T17:48:46Z")
Description I am trying to setup schema that may look like this. I am using Weaviate 4.X setup. My use case needs multitenancy setup. self.client.collections.create( name=self.collection\_name, … --- ## [deleteMany is not working as expected when multi tenancy is enabled JavaScript client ( v3.8.0)](https://forum.weaviate.io/t/deletemany-is-not-working-as-expected-when-multi-tenancy-is-enabled-javascript-client-v3-8-0/21720)
**Author:** [@nikhil1728](https://forum.weaviate.io/u/nikhil1728)\ **Replies:** 2\ **Last updated:** [July 25, 2025, 2:45pm UTC](https://forum.weaviate.io/t/deletemany-is-not-working-as-expected-when-multi-tenancy-is-enabled-javascript-client-v3-8-0/21720 "2025-07-25T14:45:44Z")
Context: I’m using the weaviate-client (v3.8.0) for JavaScriptand trying to perform a deleteMany operation in a multi-tenant collection using the documented tenant option. Code That Fails: const response = await colle… --- ## [Docker-compose is interrupted](https://forum.weaviate.io/t/docker-compose-is-interrupted/21652)
**Author:** [@seilan](https://forum.weaviate.io/u/seilan)\ **Replies:** 1\ **Last updated:** [July 14, 2025, 3:33pm UTC](https://forum.weaviate.io/t/docker-compose-is-interrupted/21652 "2025-07-14T15:33:50Z")
when i try to connect the weaviate,it turn out that \[+\] Running 2/2 ✘ weaviate Error Get “https://registry-1.docker.io/v2/”: net/http: request canceled while wait… 15.2s ! i2v-neural Interrupted … --- ## [Weaviate Cluster Setup with Docker on Different Servers Failing](https://forum.weaviate.io/t/weaviate-cluster-setup-with-docker-on-different-servers-failing/3318)
**Author:** [@Dr\_Kotapally\_Harish](https://forum.weaviate.io/u/Dr_Kotapally_Harish)\ **Replies:** 13\ **Last updated:** [July 4, 2025, 2:01pm UTC](https://forum.weaviate.io/t/weaviate-cluster-setup-with-docker-on-different-servers-failing/3318 "2025-07-04T14:01:45Z")
Hello everyone, I’m trying to set up a Weaviate cluster consisting of 3 nodes, each running on a different server, using Docker. However, I’m encountering an issue where the nodes fail to join the cluster. The error mes… --- ## [Weaviate performance unatable by vectordbbenchmark evaluate](https://forum.weaviate.io/t/weaviate-performance-unatable-by-vectordbbenchmark-evaluate/21537)
**Author:** [@hemist](https://forum.weaviate.io/u/hemist)\ **Replies:** 1\ **Last updated:** [June 27, 2025, 1:21pm UTC](https://forum.weaviate.io/t/weaviate-performance-unatable-by-vectordbbenchmark-evaluate/21537 "2025-06-27T13:21:19Z")
Description I ran Weaviate locally using its binary distribution and employed the Vector Database Benchmark Tool (VectorDBBench) to evaluate performance. After loading data with the command: vectordbbench weaviate --ur… --- ## [I want to deploy weaviate on three servers via docker-compose to achieve high availability of the cluster. How should it be configured?](https://forum.weaviate.io/t/i-want-to-deploy-weaviate-on-three-servers-via-docker-compose-to-achieve-high-availability-of-the-cluster-how-should-it-be-configured/21443)
**Author:** [@Knifebro](https://forum.weaviate.io/u/Knifebro)\ **Replies:** 4\ **Last updated:** [June 20, 2025, 9:52am UTC](https://forum.weaviate.io/t/i-want-to-deploy-weaviate-on-three-servers-via-docker-compose-to-achieve-high-availability-of-the-cluster-how-should-it-be-configured/21443 "2025-06-20T09:52:13Z")
Description The docker three-node cluster deployment method we adopted before was deployed on one server. However, after the deployment was completed, we felt that there were some performance issues when using it. Now we… [Next page](https://forum.weaviate.io/tag/developer-experience/6.md?match_all_tags=true&page=1&tags%5B%5D=developer-experience)