Developer Tools · head to head
Envoy vs Vespa

Envoy
Developer Tools
A high-performance L7 proxy written in C++ that is configured by an API rather than a config file, and is usually deployed under a control plane.
- From
- Free
- Free plan
- Yes

Vespa
Databases
Distributed AI search platform for retrieval, ranking, and inference
- From
- Free
- Free plan
- Yes
The short version
- Vespa is an open-source distributed serving engine.
- Both are free.
- Only Envoy lists xDS dynamic configuration; only Vespa lists vector search.
- Where Vespa falls short: pricing not publicly listed, requires contacting sales.
- Prices and features on this page were last checked on 13 November 2026.
Where they differ
Only the attributes on which Envoy and Vespa actually diverge.
Identical on both: starting price (Free), free tier (Yes).
Not yet recorded: founded for Envoy.
What each one covers
Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.
Only in Envoy
- xDS dynamic configuration
- Protocol breadth
- Filter chain architecture
- Observability by default
- Outlier detection
- Traffic shaping
- mTLS termination and origination
- Hot restart
Only in Vespa
- Vector search
- Text and structured search
- Machine-learned ranking
- Real-time serving
- SQL interface
- Automatic scaling
- Open-source
What people use each for
The jobs each tool is most often brought in to do.
Envoy
- Acting as the data plane under a service mesh or Gateway API implementation, which is how the overwhelming majority of deployments use itnot Vespa
- An edge or API gateway that needs per-route retry budgets, circuit breaking and outlier detection rather than round-robin proxyingnot Vespa
- Migrating traffic between service versions or between a monolith and its replacement, using weighted splits and shadow trafficnot Vespa
- Standardising observability across a polyglot estate, so that latency, error rates and tracing look the same regardless of the language a service is written innot Vespa
Vespa
- Build RAG systems with semantic search over documentsnot Envoy
- Power e-commerce search with ML rankingnot Envoy
- Create recommendation engines for personalizationnot Envoy
- Implement real-time search for news or feedsnot Envoy
- Deploy private semantic search over sensitive datanot Envoy
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Envoy
- The configuration surface is very large and hand-written bootstrap YAML runs to hundreds of lines for routing that Nginx expresses in twenty, which is why nearly every production deployment sits under a control plane and inherits that control plane's constraints as well
- xDS is the real API and it is not stable in the comfortable sense; the v2 API set was removed outright, resource types continue to be deprecated, and your control plane and Envoy binaries have to be upgraded roughly in step or the proxies stop accepting configuration
- Extending it properly means writing a C++ filter and building and maintaining your own Envoy binary; the alternatives are Lua, which adds per-request overhead, and proxy-wasm, whose ABI has remained effectively experimental for years with a real performance cost
- At sidecar density the per-proxy memory and CPU footprint is a measurable share of cluster capacity, since thousands of workloads each carry a full proxy, and this is precisely the cost that has pushed mesh projects towards node-level or ambient architectures
- There is no single vendor selling support for Envoy itself; you get the community plus control-plane vendors such as Solo.io and Tetrate, so an Envoy-level production bug is your own engineers in a C++ codebase unless a support contract happens to cover it
- Diagnosing why a request got a particular response involves reading config dumps, the stats endpoint and the RESPONSE_FLAGS codes in access logs rather than a readable error, which is a specific skill you must hire or spend months growing
Vespa
- Pricing not publicly listed, requires contacting sales
- Steeper learning curve compared to simpler search tools
- Operational complexity for self-hosted deployments
- Smaller ecosystem compared to cloud-native alternatives
Pricing, plan by plan
Envoy
FreeNo published plan breakdown. See the Envoy review.
Vespa
FreeNo published plan breakdown. See the Vespa review.
Which should you pick?
Choose Envoy if
- You need xds dynamic configuration.
- You want to start without paying.
- You also want protocol breadth.
Choose Vespa if
- You need vector search.
- You want to start without paying.
- You work on Web, Self-hosted.
- You also want text and structured search.
Questions people ask
- Is Envoy or Vespa better?
- Neither clearly leads. Envoy starts at Free and Vespa at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Envoy or Vespa?
- Envoy starts at Free and Vespa at Free.
- Does Envoy or Vespa run on more platforms?
- Envoy runs on Web. Vespa runs on Web, Self-hosted.
- Can I use Envoy for free?
- Both have a free tier, so you can try either at no cost before committing.
- What is Envoy best used for?
- Envoy is most often used for acting as the data plane under a service mesh or gateway api implementation, which is how the overwhelming majority of deployments use it, an edge or api gateway that needs per-route retry budgets, circuit breaking and outlier detection rather than round-robin proxying, migrating traffic between service versions or between a monolith and its replacement, using weighted splits and shadow traffic, standardising observability across a polyglot estate, so that latency, error rates and tracing look the same regardless of the language a service is written in. Of those, acting as the data plane under a service mesh or gateway api implementation, which is how the overwhelming majority of deployments use it and an edge or api gateway that needs per-route retry budgets, circuit breaking and outlier detection rather than round-robin proxying are not what Vespa is typically brought in for.
- What can Envoy do that Vespa cannot?
- Envoy covers xDS dynamic configuration, Protocol breadth, Filter chain architecture, Observability by default. Vespa covers Vector search, Text and structured search, Machine-learned ranking, Real-time serving.
Answered from the vendors’ own pages
Envoy: Should I run Envoy on its own, or under a control plane?
Almost always under one. Directly authoring xDS or static bootstrap configuration is viable for a handful of routes and becomes unmanageable beyond that. Envoy Gateway, Istio, Contour, Gloo and Consul all exist to generate that configuration for you.
Vespa: Is Vespa open-source?
Yes, Vespa is open-source under the Apache 2.0 license. The code is available on GitHub, and you can self-host or use the managed cloud service.
SourceEnvoy: How does it compare with Nginx or HAProxy?
Envoy is dynamically configured over an API and instrumented far more heavily; Nginx and HAProxy are faster to configure and lighter for straightforward reverse proxying. If you never need to change routing without a reload, Envoy is more machinery than the problem requires.
Vespa: What latency can Vespa achieve?
Vespa is designed for sub-100 millisecond latencies with thousands of queries per second, suitable for real-time search and recommendation applications.
SourceEnvoy: What does it cost?
Nothing to licence; it is Apache 2.0 and there is no paid edition. The cost is engineering time and, for most organisations, a commercial control plane or cloud service that packages it.
Vespa: Does Vespa support vector search?
Yes, Vespa provides native vector search capabilities alongside text, structured data, and tensor operations for building comprehensive search and AI applications.
SourceEnvoy: Can I write extensions without C++?
You can write Lua filters or proxy-wasm modules in Rust, Go, C++ or AssemblyScript. Both carry per-request overhead compared with a native filter, and the Wasm path has been slower to stabilise than the project originally projected.
Vespa: What is the pricing model for Vespa Cloud?
Vespa Cloud pricing is not publicly listed and requires contacting their sales team to discuss your specific use case and scale requirements.
SourceEnvoy: Is it a CNCF project?
Yes, it is a graduated CNCF project licensed under Apache 2.0, which means the trademark and governance sit with the foundation rather than with Lyft or any vendor.
Related pages
Other head to heads
- Envoy vs Istio
- Envoy vs Ona (formerly Gitpod)
- Envoy vs Spacelift
- Envoy vs Atlantis
- Envoy vs Jenkins
- Envoy vs Hookdeck
- Envoy vs Restate
- Envoy vs Helix
- Envoy vs Turborepo
- Envoy vs StackBlitz
- Envoy vs Webpack
- Envoy vs Backstage
- Envoy vs OpsLevel
- Envoy vs PartyKit
- Envoy vs PhpStorm
- Envoy vs Pieces for Developers
- Envoy vs RAD Studio
- Envoy vs Refact
- Envoy vs Zilliz
- Envoy vs Elasticsearch
- Envoy vs Meilisearch
- Envoy vs Typesense
- Envoy vs SurrealDB
- Envoy vs OpenSearch
- Envoy vs Apache Solr
- Envoy vs Marqo
- Envoy vs Chroma
- Envoy vs Qdrant
- Envoy vs Redis
- Envoy vs Materialize
- Envoy vs Apache Spark
- Envoy vs ArangoDB
- Envoy vs Canary Labs
- Envoy vs Cloudinary
- Envoy vs Convex
- Envoy vs Dgraph
- Vespa vs Istio
- Vespa vs Ona (formerly Gitpod)
- Vespa vs Spacelift
- Vespa vs Atlantis
- Vespa vs Jenkins
- Vespa vs Hookdeck
- Vespa vs Restate
- Vespa vs Helix
- Vespa vs Turborepo
- Vespa vs StackBlitz
- Vespa vs Webpack
- Vespa vs Backstage
- Vespa vs OpsLevel
- Vespa vs PartyKit
- Vespa vs PhpStorm
- Vespa vs Pieces for Developers
- Vespa vs RAD Studio
- Vespa vs Refact
- Vespa vs Zilliz
- Vespa vs Elasticsearch
- Vespa vs Meilisearch
- Vespa vs Typesense
- Vespa vs SurrealDB
- Vespa vs OpenSearch
- Vespa vs Apache Solr
- Vespa vs Marqo
- Vespa vs Chroma
- Vespa vs Qdrant
- Vespa vs Redis
- Vespa vs Materialize
- Vespa vs Apache Spark
- Vespa vs ArangoDB
- Vespa vs Canary Labs
- Vespa vs Cloudinary
- Vespa vs Convex
- Vespa vs Dgraph
