Yilialinn commented on code in PR #2121:
URL: https://github.com/apache/apisix-website/pull/2121#discussion_r4013286117


##########
website/learning-center/apisix-vs-kong.md:
##########
@@ -1,144 +1,146 @@
 ---
-title: "Apache APISIX vs Kong: Feature Comparison & Performance Benchmarks"
-description: "Compare Apache APISIX and Kong API Gateway across architecture, 
performance, plugin ecosystem, Kubernetes support, and migration tradeoffs."
+title: "Apache APISIX vs Kong: Architecture, Features, and Tradeoffs"
+description: "Compare Apache APISIX and Kong across deployment topology, 
configuration, plugins, Kubernetes integration, performance testing, and 
migration tradeoffs."

Review Comment:
   Fixed in 87b16db. I added three comparison-specific FAQs covering APISIX 
deployment modes, Kong-to-APISIX migration, and Kubernetes evaluation. The 
preview build now emits one FAQPage JSON-LD block containing all three 
questions, while avoiding the inaccurate and generic FAQ copy removed by the 
refresh.



##########
website/learning-center/apisix-vs-kong.md:
##########
@@ -1,144 +1,146 @@
 ---
-title: "Apache APISIX vs Kong: Feature Comparison & Performance Benchmarks"
-description: "Compare Apache APISIX and Kong API Gateway across architecture, 
performance, plugin ecosystem, Kubernetes support, and migration tradeoffs."
+title: "Apache APISIX vs Kong: Architecture, Features, and Tradeoffs"
+description: "Compare Apache APISIX and Kong across deployment topology, 
configuration, plugins, Kubernetes integration, performance testing, and 
migration tradeoffs."
 slug: apisix-vs-kong
 date: 2026-04-14
 tags: [comparison, apisix, kong, api-gateway]
 hide_table_of_contents: false
-faq:
-  - q: "Can APISIX and Kong run side by side during a migration?"
-    a: >-
-      Yes. Both gateways can operate in parallel by splitting traffic at the 
load balancer level. A common migration strategy routes new services through 
APISIX while existing services continue running through Kong. Gradual traffic 
shifting with health checks ensures zero-downtime migration. The timeline 
depends on the number of routes, custom plugins, and testing requirements.
-  - q: "Is APISIX harder to operate because it requires etcd?"
-    a: >-
-      etcd adds a dependency compared to Kong's DB-less mode, but in practice, 
etcd is a well-understood, battle-tested component already present in most 
Kubernetes clusters (it is the backing store for Kubernetes itself). Operating 
etcd requires standard distributed systems practices: run an odd number of 
nodes (3 or 5), monitor disk latency, and maintain regular snapshots. For teams 
already running Kubernetes, etcd operational knowledge is typically already 
available. The operational cost of etcd is generally lower than managing 
PostgreSQL migrations required by Kong's DB-mode.
-  - q: "How do the two gateways compare on gRPC and streaming support?"
-    a: >-
-      APISIX provides native gRPC proxying, gRPC-Web transcoding, and 
HTTP-to-gRPC transformation out of the box, along with support for HTTP/3 
(QUIC), Dubbo, and MQTT protocols. Kong supports gRPC proxying and gRPC-Web 
through plugins, with HTTP/2 support on both client and upstream connections. 
For teams heavily invested in gRPC or multi-protocol architectures, APISIX's 
broader built-in protocol support reduces the need for custom plugins or 
sidecars.
 ---
 
-Apache APISIX and Kong are the two most widely adopted open-source API 
gateways, both built on NGINX and Lua. APISIX differentiates itself with a 
fully dynamic architecture powered by etcd, higher single-core throughput, and 
a broader protocol support matrix, while Kong offers a mature enterprise 
ecosystem with extensive third-party integrations and a large plugin 
marketplace.
+Apache APISIX and Kong are open-source API gateways with mature routing, 
traffic management, authentication, observability, and Kubernetes integrations. 
Their most important differences are not a single feature count or benchmark 
result, but how they store and distribute configuration, which deployment 
models they support, and how their plugin ecosystems are packaged.
 
-## Overview
+Apache APISIX combines an Apache-governed project and [100+ open-source 
plugins](/plugins/) with etcd-backed and standalone deployment modes. Kong 
offers database-backed, DB-less, and hybrid control-plane/data-plane 
topologies, plus an ecosystem that includes open-source, Enterprise-only, and 
separately licensed plugins. The right choice depends on the topology, 
policies, extensions, and operating model your team needs.
 
-Both projects serve as high-performance, extensible API gateways for 
microservices architectures. Kong was open-sourced in 2015 and has built a 
substantial commercial ecosystem around Kong Gateway Enterprise, Kong Konnect, 
and the Kong Plugin Hub. Apache APISIX entered the Apache Software Foundation 
incubator in 2019 and graduated as a top-level project in 2020, with rapid 
community growth.
+For a broader shortlist, see the [open-source API gateway 
comparison](/learning-center/open-source-api-gateway-comparison/).
 
-Both projects are recognized as production-grade gateways and see active 
production deployments worldwide.
+## APISIX vs Kong at a Glance
 
-## Architecture Comparison
+| Dimension | Apache APISIX | Kong Gateway |
+|---|---|---|
+| Project and product model | Apache Software Foundation open-source project | 
Open-source gateway with vendor-backed commercial products and services |
+| Deployment topology | Traditional, decoupled control/data plane, and 
standalone modes | Traditional database-backed, DB-less, and hybrid 
control/data plane modes |
+| Configuration state | etcd in traditional and decoupled modes; local 
YAML/JSON or full-state API updates in standalone mode | Database in 
traditional mode; declarative configuration held by each node in DB-less mode; 
control plane distributes configuration to data planes in hybrid mode |
+| Runtime configuration | Admin API with etcd-backed updates; standalone 
behavior depends on file-driven or API-driven mode | Admin API in 
database-backed deployments; full declarative reloads in DB-less mode; 
control-plane updates in hybrid mode |
+| Plugin ecosystem | 100+ open-source plugins, native Lua plugins, external 
plugin runners, and experimental Wasm support | Plugin Hub with open-source, 
Enterprise-only, and license-required plugins; custom plugins through supported 
PDKs |
+| Kubernetes | APISIX Ingress Controller supports Kubernetes Ingress, 
supported Gateway API resources, and APISIX custom resources | Kong Ingress 
Controller translates Ingress, Gateway API, and Kong custom resources into Kong 
Gateway configuration |
+| Performance evaluation | Official APISIX benchmarks are available, but must 
be interpreted using their documented environment and workload | Official Kong 
benchmarks are available, with results that depend on version, topology, 
plugins, and test environment |
 
-The architectural differences between APISIX and Kong are fundamental and 
affect day-to-day operations, scalability, and deployment complexity.
+Feature availability changes across versions and Kong editions. Verify any 
requirement against the current documentation for the exact version and 
distribution you plan to deploy.
 
-### Apache APISIX Architecture
+## Architecture and Configuration
 
-APISIX uses NGINX as its data plane with Lua plugins running in the request 
lifecycle. Configuration is stored in **etcd**, a distributed key-value store 
that pushes changes to all gateway nodes in real time via watch mechanisms. 
This architecture means that route changes, plugin updates, and upstream 
modifications take effect within milliseconds without requiring restarts or 
reloads. There is no relational database dependency.
+### Apache APISIX
 
-The etcd-based design gives APISIX a stateless data plane: any node can be 
added or removed without migration steps or database schema changes. This makes 
horizontal scaling straightforward and reduces operational overhead 
significantly in Kubernetes environments where pods are ephemeral.
+Apache APISIX is built on NGINX and LuaJIT. In its traditional mode, a node 
handles both control-plane and data-plane responsibilities, while decoupled 
mode separates those roles. Both modes can use etcd as the configuration 
provider. APISIX nodes watch configuration changes in etcd and update in-memory 
routing and plugin state without replacing worker processes.
 
-### Kong Architecture
+APISIX also provides [standalone deployment 
modes](/docs/apisix/deployment-modes/) that do not use etcd as the 
configuration center. File-driven standalone mode loads a complete YAML or JSON 
configuration, while API-driven standalone mode accepts full-state updates 
through its dedicated configuration API. These modes have different automation 
and state-management tradeoffs from the default etcd-backed model.
 
-Kong also uses NGINX and Lua for its data plane. Configuration is stored in 
**PostgreSQL** or **Cassandra** (though Cassandra support has been deprecated 
in newer versions). Kong's DB-mode requires database migrations when upgrading, 
and configuration changes propagate through a polling mechanism with a 
configurable cache TTL, which introduces a delay between API calls to the Admin 
API and actual enforcement at the proxy layer.
+The current APISIX distribution includes an [embedded 
Dashboard](/docs/apisix/dashboard/) for managing routes, plugins, and upstreams 
through the Admin API. Production deployments still need to restrict access to 
the Admin API and protect its credentials.

Review Comment:
   Fixed in 87b16db. The article now says APISIX supports an embedded Dashboard 
UI and explicitly qualifies availability by whether the selected package or 
build includes the compiled UI assets. This matches the current Dashboard 
documentation and avoids implying that every source checkout or package 
contains the UI.



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