Publish docs for version 1.17 (#2137)

* Cluster Telemetry docs (#2068)

* mention cluster telemetry

* small reword

* Docs for read_fan_out_delay_ms

* Add warning against setting threshold too low

* Small docs change for inference API keys

* Trigger Build

* Add guide with tips for low latency search (#2136)

* Update frontmatter weights

* Add 'Tips for Low-Latency Search' guide

* Review feedback

* Temporarily bump Rust client to v1-17-upgrade branch

* Docs for audit logging (#2141)

* Docs for audit logging

* Consistent title casing

* Review feedback

* Docs for optimization monitoring (#2121)

* Docs for optimization monitoring

* Review feedback

* Optimization monitoring is cluster-wide now

* Upgrade code snippet checker to 1.17

* Fix broken Python snippets

* Relevance Feedback docs (#2060)

* add relevance feedback in Explore page

* Review

* Trigger Build

* Trigger Build

* Create new 'Search Relevance' concept page

* Tweaks

* Update links to moved content

* add rust snippet

* TS anippets

* Clarification about using point IDs

* Add links

* Restructure paragraphs

* docs: Go snippet

Signed-off-by: Anush008 <mail@anush.sh>

* docs: Missed Java snippets with C#

Signed-off-by: Anush008 <mail@anush.sh>

* new: add python snippets

* Make Java and Rust snippets testable

* Remove unnecessary styling

---------

Signed-off-by: Anush008 <mail@anush.sh>
Co-authored-by: Evgeniya Sukhodolskaya <suxodolskaya97@gmail.com>
Co-authored-by: Abdon Pijpelink <abdon.pijpelink@qdrant.com>
Co-authored-by: Ivan Pleshkov <pleshkov.ivan@gmail.com>
Co-authored-by: Anush008 <mail@anush.sh>
Co-authored-by: George Panchuk <george.panchuk@qdrant.tech>

* Docs for enable_hnsw (#2080)

* Move 'Filterable HNSW Index' section under 'Vector Index'

* Add docs for enable_hnsw

* docs: Go snippets

Signed-off-by: Anush008 <mail@anush.sh>

* docs: Java snippets

Signed-off-by: Anush008 <mail@anush.sh>

* docs: C# snippets

Signed-off-by: Anush008 <mail@anush.sh>

* Add Rust snippet

* TS snippets

* new: add python snippets

---------

Signed-off-by: Anush008 <mail@anush.sh>
Co-authored-by: Anush008 <mail@anush.sh>
Co-authored-by: timvisee <tim@visee.me>
Co-authored-by: Ivan Pleshkov <pleshkov.ivan@gmail.com>
Co-authored-by: George Panchuk <george.panchuk@qdrant.tech>

* Docs for list shard keys API (#2082)

* Docs for list shard keys

* docs: Go snippets

Signed-off-by: Anush008 <mail@anush.sh>

* docs: Java snippets

Signed-off-by: Anush008 <mail@anush.sh>

* docs: C# snippets

Signed-off-by: Anush008 <mail@anush.sh>

* Add Rust snippet

* docs: TS snippets

* new: add python snippets

---------

Signed-off-by: Anush008 <mail@anush.sh>
Co-authored-by: Anush008 <mail@anush.sh>
Co-authored-by: timvisee <tim@visee.me>
Co-authored-by: Ivan Pleshkov <pleshkov.ivan@gmail.com>
Co-authored-by: George Panchuk <george.panchuk@qdrant.tech>

* Docs for update_mode (#2097)

* Docs for update_mode

* docs: C#, Go, Java snippets

Signed-off-by: Anush008 <mail@anush.sh>

* doc: Remove _ from C# snippet

Signed-off-by: Anush008 <mail@anush.sh>

* Add Rust snippet

* Fix some snippets

* Review feedback

* ts snippets

* new: add python snippets

* fix: add generated python.md

---------

Signed-off-by: Anush008 <mail@anush.sh>
Co-authored-by: Anush008 <mail@anush.sh>
Co-authored-by: timvisee <tim@visee.me>
Co-authored-by: Ivan Pleshkov <pleshkov.ivan@gmail.com>
Co-authored-by: George Panchuk <george.panchuk@qdrant.tech>

* Docs for weighted RRF (#2132)

* Docs for weighted RRF

* docs: Go, Java, C# snippets

Signed-off-by: Anush008 <mail@anush.sh>

* Add Rust snippet

* Apply suggestions from code review

Co-authored-by: Luis Cossío <luis.cossio@qdrant.com>

* Delete landing_page.sln

* Review feedback

* ts snippets

* new: add python snippets

* Trigger Build

---------

Signed-off-by: Anush008 <mail@anush.sh>
Co-authored-by: Anush008 <mail@anush.sh>
Co-authored-by: timvisee <tim@visee.me>
Co-authored-by: Luis Cossío <luis.cossio@qdrant.com>
Co-authored-by: Ivan Pleshkov <pleshkov.ivan@gmail.com>
Co-authored-by: George Panchuk <george.panchuk@qdrant.tech>

* Clean up Go and Java snippets

* Revert go snippet change; target Go client 1.17.1

* Updated Go snippet

* Trigger Build

* Update Rust lockfile

---------

Signed-off-by: Anush008 <mail@anush.sh>
Co-authored-by: Luis Cossío <luis.cossio@qdrant.com>
Co-authored-by: Daniel Boros <56868953+dancixx@users.noreply.github.com>
Co-authored-by: timvisee <tim@visee.me>
Co-authored-by: Evgeniya Sukhodolskaya <suxodolskaya97@gmail.com>
Co-authored-by: Ivan Pleshkov <pleshkov.ivan@gmail.com>
Co-authored-by: Anush008 <mail@anush.sh>
Co-authored-by: George Panchuk <george.panchuk@qdrant.tech>

Author: 8 people

automation/snippets/templates/go/go.mod

@@ -4,14 +4,14 @@ go 1.25.2
 
 require (
 	github.com/google/uuid v1.6.0
-	github.com/qdrant/go-client v1.16.0
+	github.com/qdrant/go-client v1.17.1
 )
 
 require (
-	golang.org/x/net v0.47.0 // indirect
-	golang.org/x/sys v0.38.0 // indirect
-	golang.org/x/text v0.31.0 // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20251111163417-95abcf5c77ba // indirect
-	google.golang.org/grpc v1.76.0 // indirect
-	google.golang.org/protobuf v1.36.10 // indirect
+	golang.org/x/net v0.50.0 // indirect
+	golang.org/x/sys v0.41.0 // indirect
+	golang.org/x/text v0.34.0 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20260209200024-4cfbd4190f57 // indirect
+	google.golang.org/grpc v1.78.0 // indirect
+	google.golang.org/protobuf v1.36.11 // indirect
 )

automation/snippets/templates/go/go.sum

@@ -1,3 +1,5 @@
+github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs=
+github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
 github.com/go-logr/logr v1.4.3 h1:CjnDlHq8ikf6E492q6eKboGOC0T8CDaOvkHCIg8idEI=
 github.com/go-logr/logr v1.4.3/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY=
 github.com/go-logr/stdr v1.2.2 h1:hSWxHoqTgW2S2qGc0LTAI563KZ5YKYRhT3MFKZMbjag=
@@ -8,31 +10,31 @@ github.com/google/go-cmp v0.7.0 h1:wk8382ETsv4JYUZwIsn6YpYiWiBsYLSJiTsyBybVuN8=
 github.com/google/go-cmp v0.7.0/go.mod h1:pXiqmnSA92OHEEa9HXL2W4E7lf9JzCmGVUdgjX3N/iU=
 github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0=
 github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
-github.com/qdrant/go-client v1.16.0 h1:DTkC3eppWXKhjQs+IgA9LFKOkSjJ4sTHs2jJPCni7dY=
-github.com/qdrant/go-client v1.16.0/go.mod h1:I+EL3h4HRoRTeHtbfOd/4kDXwCukZfkd41j/9wryGkw=
+github.com/qdrant/go-client v1.17.1 h1:7QmPwDddrHL3hC4NfycwtQlraVKRLcRi++BX6TTm+3g=
+github.com/qdrant/go-client v1.17.1/go.mod h1:n1h6GhkdAzcohoXt/5Z19I2yxbCkMA6Jejob3S6NZT8=
 go.opentelemetry.io/auto/sdk v1.2.1 h1:jXsnJ4Lmnqd11kwkBV2LgLoFMZKizbCi5fNZ/ipaZ64=
 go.opentelemetry.io/auto/sdk v1.2.1/go.mod h1:KRTj+aOaElaLi+wW1kO/DZRXwkF4C5xPbEe3ZiIhN7Y=
-go.opentelemetry.io/otel v1.38.0 h1:RkfdswUDRimDg0m2Az18RKOsnI8UDzppJAtj01/Ymk8=
-go.opentelemetry.io/otel v1.38.0/go.mod h1:zcmtmQ1+YmQM9wrNsTGV/q/uyusom3P8RxwExxkZhjM=
-go.opentelemetry.io/otel/metric v1.38.0 h1:Kl6lzIYGAh5M159u9NgiRkmoMKjvbsKtYRwgfrA6WpA=
-go.opentelemetry.io/otel/metric v1.38.0/go.mod h1:kB5n/QoRM8YwmUahxvI3bO34eVtQf2i4utNVLr9gEmI=
-go.opentelemetry.io/otel/sdk v1.37.0 h1:ItB0QUqnjesGRvNcmAcU0LyvkVyGJ2xftD29bWdDvKI=
-go.opentelemetry.io/otel/sdk v1.37.0/go.mod h1:VredYzxUvuo2q3WRcDnKDjbdvmO0sCzOvVAiY+yUkAg=
-go.opentelemetry.io/otel/sdk/metric v1.37.0 h1:90lI228XrB9jCMuSdA0673aubgRobVZFhbjxHHspCPc=
-go.opentelemetry.io/otel/sdk/metric v1.37.0/go.mod h1:cNen4ZWfiD37l5NhS+Keb5RXVWZWpRE+9WyVCpbo5ps=
-go.opentelemetry.io/otel/trace v1.38.0 h1:Fxk5bKrDZJUH+AMyyIXGcFAPah0oRcT+LuNtJrmcNLE=
-go.opentelemetry.io/otel/trace v1.38.0/go.mod h1:j1P9ivuFsTceSWe1oY+EeW3sc+Pp42sO++GHkg4wwhs=
-golang.org/x/net v0.47.0 h1:Mx+4dIFzqraBXUugkia1OOvlD6LemFo1ALMHjrXDOhY=
-golang.org/x/net v0.47.0/go.mod h1:/jNxtkgq5yWUGYkaZGqo27cfGZ1c5Nen03aYrrKpVRU=
-golang.org/x/sys v0.38.0 h1:3yZWxaJjBmCWXqhN1qh02AkOnCQ1poK6oF+a7xWL6Gc=
-golang.org/x/sys v0.38.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
-golang.org/x/text v0.31.0 h1:aC8ghyu4JhP8VojJ2lEHBnochRno1sgL6nEi9WGFGMM=
-golang.org/x/text v0.31.0/go.mod h1:tKRAlv61yKIjGGHX/4tP1LTbc13YSec1pxVEWXzfoeM=
+go.opentelemetry.io/otel v1.40.0 h1:oA5YeOcpRTXq6NN7frwmwFR0Cn3RhTVZvXsP4duvCms=
+go.opentelemetry.io/otel v1.40.0/go.mod h1:IMb+uXZUKkMXdPddhwAHm6UfOwJyh4ct1ybIlV14J0g=
+go.opentelemetry.io/otel/metric v1.40.0 h1:rcZe317KPftE2rstWIBitCdVp89A2HqjkxR3c11+p9g=
+go.opentelemetry.io/otel/metric v1.40.0/go.mod h1:ib/crwQH7N3r5kfiBZQbwrTge743UDc7DTFVZrrXnqc=
+go.opentelemetry.io/otel/sdk v1.38.0 h1:l48sr5YbNf2hpCUj/FoGhW9yDkl+Ma+LrVl8qaM5b+E=
+go.opentelemetry.io/otel/sdk v1.38.0/go.mod h1:ghmNdGlVemJI3+ZB5iDEuk4bWA3GkTpW+DOoZMYBVVg=
+go.opentelemetry.io/otel/sdk/metric v1.38.0 h1:aSH66iL0aZqo//xXzQLYozmWrXxyFkBJ6qT5wthqPoM=
+go.opentelemetry.io/otel/sdk/metric v1.38.0/go.mod h1:dg9PBnW9XdQ1Hd6ZnRz689CbtrUp0wMMs9iPcgT9EZA=
+go.opentelemetry.io/otel/trace v1.40.0 h1:WA4etStDttCSYuhwvEa8OP8I5EWu24lkOzp+ZYblVjw=
+go.opentelemetry.io/otel/trace v1.40.0/go.mod h1:zeAhriXecNGP/s2SEG3+Y8X9ujcJOTqQ5RgdEJcawiA=
+golang.org/x/net v0.50.0 h1:ucWh9eiCGyDR3vtzso0WMQinm2Dnt8cFMuQa9K33J60=
+golang.org/x/net v0.50.0/go.mod h1:UgoSli3F/pBgdJBHCTc+tp3gmrU4XswgGRgtnwWTfyM=
+golang.org/x/sys v0.41.0 h1:Ivj+2Cp/ylzLiEU89QhWblYnOE9zerudt9Ftecq2C6k=
+golang.org/x/sys v0.41.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
+golang.org/x/text v0.34.0 h1:oL/Qq0Kdaqxa1KbNeMKwQq0reLCCaFtqu2eNuSeNHbk=
+golang.org/x/text v0.34.0/go.mod h1:homfLqTYRFyVYemLBFl5GgL/DWEiH5wcsQ5gSh1yziA=
 gonum.org/v1/gonum v0.16.0 h1:5+ul4Swaf3ESvrOnidPp4GZbzf0mxVQpDCYUQE7OJfk=
 gonum.org/v1/gonum v0.16.0/go.mod h1:fef3am4MQ93R2HHpKnLk4/Tbh/s0+wqD5nfa6Pnwy4E=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20251111163417-95abcf5c77ba h1:UKgtfRM7Yh93Sya0Fo8ZzhDP4qBckrrxEr2oF5UIVb8=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20251111163417-95abcf5c77ba/go.mod h1:7i2o+ce6H/6BluujYR+kqX3GKH+dChPTQU19wjRPiGk=
-google.golang.org/grpc v1.76.0 h1:UnVkv1+uMLYXoIz6o7chp59WfQUYA2ex/BXQ9rHZu7A=
-google.golang.org/grpc v1.76.0/go.mod h1:Ju12QI8M6iQJtbcsV+awF5a4hfJMLi4X0JLo94ULZ6c=
-google.golang.org/protobuf v1.36.10 h1:AYd7cD/uASjIL6Q9LiTjz8JLcrh/88q5UObnmY3aOOE=
-google.golang.org/protobuf v1.36.10/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20260209200024-4cfbd4190f57 h1:mWPCjDEyshlQYzBpMNHaEof6UX1PmHcaUODUywQ0uac=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20260209200024-4cfbd4190f57/go.mod h1:j9x/tPzZkyxcgEFkiKEEGxfvyumM01BEtsW8xzOahRQ=
+google.golang.org/grpc v1.78.0 h1:K1XZG/yGDJnzMdd/uZHAkVqJE+xIDOcmdSFZkBUicNc=
+google.golang.org/grpc v1.78.0/go.mod h1:I47qjTo4OKbMkjA/aOOwxDIiPSBofUtQUI5EfpWvW7U=
+google.golang.org/protobuf v1.36.11 h1:fV6ZwhNocDyBLK0dj+fg8ektcVegBBuEolpbTQyBNVE=
+google.golang.org/protobuf v1.36.11/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=

automation/snippets/templates/python/pyproject.toml

@@ -8,7 +8,7 @@ dependencies = [
 ]
 
 [tool.uv.sources]
-qdrant-client = { git = "https://github.com/qdrant/qdrant-client", tag = "v1.16.0" }
+qdrant-client = { git = "https://github.com/qdrant/qdrant-client", tag = "v1.17.0" }
 
 [dependency-groups]
 dev = [

automation/snippets/templates/python/uv.lock

@@ -46,7 +46,7 @@ In response, our 2025 roadmap centered on four tightly connected capability area
 In 2025, we focused on giving teams explicit control over retrieval quality as applications moved beyond basic semantic search. Our new capabilities make relevance more explainable, tunable, and aligned with real user intent, especially in agentic and hybrid search workflows.
 
 **Related enhancements:**         
-• [Score-Boosting Reranking](https://qdrant.tech/documentation/concepts/hybrid-queries/#score-boosting) allowing the blending of vector similarity with business signals  
+• [Score-Boosting Reranking](https://qdrant.tech/documentation/concepts/search-relevance/#score-boosting) allowing the blending of vector similarity with business signals  
 • [Full-Text Filtering](https://qdrant.tech/documentation/concepts/filtering/) which brought native multilingual tokenization, stemming, and phrase matching  
 • [ACORN algorithm](https://qdrant.tech/documentation/concepts/search/#acorn-search-algorithm) for higher-quality filtered HNSW queries  
 • [Maximal Marginal Relevance (MMR)](https://qdrant.tech/blog/mmr-diversity-aware-reranking/) to balance relevance and diversity  

automation/snippets/templates/rust/Cargo.lock

@@ -17,7 +17,7 @@ tags:
 
 ---
 
-A problem we've noticed while monitoring the [Qdrant Discord Community](https://discord.gg/d4MPnX3s) is that due to the extensive list of expressions that the [score boosting](https://qdrant.tech/documentation/concepts/hybrid-queries/#score-boosting) functionality provides, there's room for confusion on how it's supposed to be applied. And that might block you from moving the business logic behind relevance scoring into the Qdrant search engine. We don't want that!
+A problem we've noticed while monitoring the [Qdrant Discord Community](https://discord.gg/d4MPnX3s) is that due to the extensive list of expressions that the [score boosting](https://qdrant.tech/documentation/concepts/search-relevance/#score-boosting) functionality provides, there's room for confusion on how it's supposed to be applied. And that might block you from moving the business logic behind relevance scoring into the Qdrant search engine. We don't want that!
 
 In this blog, we'd like to de-spooky-fy the **decay functions** part of the score boosting, or, more precisely: `LinDecayExpression`, `ExpDecayExpression`, and `GaussDecayExpression` -- frequent guests on the Discord *#ask-for-help* channel.
 
@@ -170,7 +170,7 @@ But here's the problem: That 36 might not be a "high" score at all. Maybe your d
 
 Now let's see how using decay functions looks in Qdrant.
 
-We'll provide HTTP request examples, but you can use decay functions [analogously in the Python, TypeScript, Rust, Java, C#, and Go clients](https://qdrant.tech/documentation/concepts/hybrid-queries/#time-based-score-boosting).
+We'll provide HTTP request examples, but you can use decay functions [analogously in the Python, TypeScript, Rust, Java, C#, and Go clients](/documentation/concepts/search-relevance/#time-based-score-boosting).
 
 **Note #6.**
 Payload variables used within the formula benefit from having [payload indexes](https://qdrant.tech/documentation/concepts/indexing/#payload-index). So, we require you to set up a payload index for any variable used in a formula.
@@ -248,7 +248,7 @@ We truly hope this write-up helped untangle things a bit. Now the only thing lef
 
 Use the snippets in the article as a starting point and experiment with the relevance score boosting in [Qdrant Cloud](https://qdrant.tech/). We offer a free-forever 1GB cluster: enough to test, tweak, and see how the decay functions behave on your data.
 
-And if you feel like diving deeper into decay functions or score boosting in general, check out our [documentation](https://qdrant.tech/documentation/concepts/hybrid-queries/?q=Query+Points+API#score-boosting), which includes a decay-on-distance example and plenty more to learn from.
+And if you feel like diving deeper into decay functions or score boosting in general, check out our [documentation](/documentation/concepts/search-relevance/#score-boosting), which includes a decay-on-distance example and plenty more to learn from.
 
 ### Tell Us What You're Building
 

qdrant-landing/content/blog/2025-recap.md

@@ -125,7 +125,7 @@ final_results = reranked[:5]
 
 Not every clause is created equal. Legal professionals often care more about specific provisions, jurisdictions, or case types, for example.
 
-Qdrant's [Score Boosting Reranker](https://qdrant.tech/documentation/concepts/hybrid-queries/#score-boosting) lets you integrate domain-specific logic (e.g., jurisdiction or recent cases) directly into search rankings, ensuring results align precisely with legal business rules.
+Qdrant's [Score Boosting Reranker](/documentation/concepts/search-relevance/#score-boosting) lets you integrate domain-specific logic (e.g., jurisdiction or recent cases) directly into search rankings, ensuring results align precisely with legal business rules.
 
 ```json
 POST /collections/legal-docs/points/query

qdrant-landing/content/blog/decay-functions.md

@@ -213,7 +213,7 @@ The above will match:
 
 ## MMR Reranking
 
-We introduce [Maximal Marginal Relevance (MMR)](/documentation/concepts/hybrid-queries/#maximal-marginal-relevance-mmr) reranking to balance relevance and diversity.
+We introduce [Maximal Marginal Relevance (MMR)](/documentation/concepts/search-relevance/#maximal-marginal-relevance-mmr) reranking to balance relevance and diversity.
 MMR works by selecting the results iteratively, by picking the item with the best combination of similarity to the query and dissimilarity to the already selected items.
 
 It prevents your top-k results from being redundant and helps surface varied but relevant answers, particularly in dense datasets with overlapping entries.
@@ -225,7 +225,7 @@ It prevents your top-k results from being redundant and helps surface varied but
 Let’s say you’re building a knowledge assistant or semantic document explorer in which a single query can return multiple highly similar queries.
 For instance, searching “climate change” in a scientific paper database might return several similar paragraphs.
 
-You can diversify the results with [Maximal Marginal Relevance (MMR)](/documentation/concepts/hybrid-queries/#maximal-marginal-relevance-mmr).
+You can diversify the results with [Maximal Marginal Relevance (MMR)](/documentation/concepts/search-relevance/#maximal-marginal-relevance-mmr).
 
 Instead of returning the top-k results based on pure similarity, MMR helps select a diverse subset of high-quality results.
 This gives more coverage and avoids redundant results, which is helpful in dense content domains such as academic papers, product catalogs, or search assistants.

qdrant-landing/content/blog/legal-tech-builders-guide.md

@@ -492,7 +492,7 @@ You can read more about grouping [here](/documentation/concepts/hybrid-queries/?
 - Original content with source attribution
 - Section context for better understanding
 - Direct links to full documents
-- Creation timestamps for [freshness](/documentation/concepts/hybrid-queries/#time-based-score-boosting)
+- Creation timestamps for [freshness](/documentation/concepts/search-relevance/#time-based-score-boosting)
 
 **5. Permission Control**
 ```python