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wusheng pushed a commit to branch feature/swip-10-envoy-ai-gateway
in repository https://gitbox.apache.org/repos/asf/skywalking.git

commit 562808ed9d9ec054a49cec1f664ead468fa52757
Author: Wu Sheng <[email protected]>
AuthorDate: Tue Mar 31 15:27:16 2026 +0800

    Update docs: OTel receiver label conversion, LAL OTLP mapping, marketplace 
GenAI
    
    - OTel receiver doc: update label conversion rules (dots to underscores
      now applies to both resource and data point attributes), document
      fallback label mappings
    - LAL doc: add OTLP log attribute mapping section (service.name,
      service.instance.id, service.layer)
    - Marketplace: add GenAI category with Virtual GenAI and Envoy AI Gateway
---
 docs/en/concepts-and-designs/lal.md             | 13 +++++++++++++
 docs/en/setup/backend/marketplace.md            |  1 +
 docs/en/setup/backend/opentelemetry-receiver.md | 14 +++++++++++++-
 3 files changed, 27 insertions(+), 1 deletion(-)

diff --git a/docs/en/concepts-and-designs/lal.md 
b/docs/en/concepts-and-designs/lal.md
index 974f29dee4..db86bd8365 100644
--- a/docs/en/concepts-and-designs/lal.md
+++ b/docs/en/concepts-and-designs/lal.md
@@ -8,6 +8,19 @@ The LAL config files are in YAML format, and are located under 
directory `lal`.
 set `log-analyzer/default/lalFiles` in the `application.yml` file or set 
environment variable `SW_LOG_LAL_FILES` to
 activate specific LAL config files.
 
+## OTLP log attribute mapping
+
+When logs arrive via the OTLP receiver, resource attributes are mapped to 
`LogData` fields:
+
+| Resource attribute | LogData field | Notes |
+|---|---|---|
+| `service.name` | `service` | SkyWalking service name |
+| `service.instance.id` | `serviceInstance` | OTel standard 
([spec](https://opentelemetry.io/docs/specs/semconv/resource/#service)). Falls 
back to `service.instance` for backward compatibility. |
+| `service.layer` | `layer` | Routes to the LAL rule with matching `layer` 
declaration |
+
+Log record attributes are available via `tag("attribute_name")` in LAL rules. 
Attribute keys
+retain their original names (dots are NOT converted to underscores in log 
attributes).
+
 ## Layer
 Layer should be declared in the LAL script to represent the analysis scope of 
the logs.
 
diff --git a/docs/en/setup/backend/marketplace.md 
b/docs/en/setup/backend/marketplace.md
index 874ff29b81..a1d0b1ab65 100644
--- a/docs/en/setup/backend/marketplace.md
+++ b/docs/en/setup/backend/marketplace.md
@@ -12,6 +12,7 @@ SkyWalking provides ready-to-use monitoring capabilities for 
a wide range of tec
 - **Infrastructure** - Linux and Windows server monitoring
 - **Cloud Services** - AWS EKS, S3, DynamoDB, API Gateway, and more
 - **Gateways** - Nginx, APISIX, Kong monitoring
+- **GenAI** - [Virtual GenAI](../service-agent/virtual-genai.md) for 
agent-based LLM call monitoring, [Envoy AI 
Gateway](backend-envoy-ai-gateway-monitoring.md) for infrastructure-side AI 
traffic observability
 - **Databases** - MySQL, PostgreSQL, Redis, Elasticsearch, MongoDB, 
ClickHouse, and more
 - **Message Queues** - Kafka, RabbitMQ, Pulsar, RocketMQ, ActiveMQ
 - **Browser** - Real user monitoring for web applications
diff --git a/docs/en/setup/backend/opentelemetry-receiver.md 
b/docs/en/setup/backend/opentelemetry-receiver.md
index e17e309b87..d39e89b119 100644
--- a/docs/en/setup/backend/opentelemetry-receiver.md
+++ b/docs/en/setup/backend/opentelemetry-receiver.md
@@ -26,7 +26,19 @@ The receiver adds label with key `node_identifier_host_name` 
to the collected da
 and its value is from `net.host.name` (or `host.name` for some OTLP versions) 
resource attributes defined in OpenTelemetry proto,
 for identification of the metric data.
 
-**Notice:** In the resource scope, dots (.) in the attributes' key names are 
converted to underscores (_), whereas in the metrics scope, they are not 
converted.
+**Label name conversion:** Dots (`.`) in attribute key names are converted to 
underscores (`_`) for both
+resource attributes and data point (metric-level) attributes. For example, 
`gen_ai.token.type` becomes
+`gen_ai_token_type` in MAL rules. Metric names also undergo the same 
conversion (e.g.,
+`gen_ai.client.token.usage` becomes `gen_ai_client_token_usage`).
+
+**Fallback label mappings:** The following resource attributes are copied to 
alternative label names
+if the target does not already exist:
+
+| Source | Target | Notes |
+|---|---|---|
+| `job` | `job_name` | Prometheus scrape job name |
+| `net.host.name` | `node_identifier_host_name` | Host identification |
+| `host.name` | `node_identifier_host_name` | Host identification |
 
 | Description                             | Configuration File                 
                 | Data Source                                                  
                                                          |
 
|-----------------------------------------|-----------------------------------------------------|------------------------------------------------------------------------------------------------------------------------|

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