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  4. Transforming Kong Logs for Ingestion into Your Observability Stack
[API Gateway](/blog/api-gateway)API Gateway
November 3, 2022
2 min read

# Transforming Kong Logs for Ingestion into Your Observability Stack

Damon Sorrentino

As a Solutions Engineer here at Kong, one question that frequently comes across my desk is “how can I transform a Kong logging plugin message into a format that my `insert-observability-stack-here` understands, (e.g., ELK, Loki, Splunk, etc.)?”

In this blog, I’m going to show you how to easily accomplish converting a Kong logging payload to the [Elastic Common Schema](https://www.elastic.co/guide/en/ecs/current/ecs-field-reference.html)Elastic Common Schema.

In order to accomplish this task, we’re going to be running Kong Gateway in Kubernetes and using two Kong plugins.

  1. - [Serverless Pre-function](https://docs.konghq.com/hub/kong-inc/serverless-functions/)Serverless Pre-function
  2. - [File Log](https://docs.konghq.com/hub/kong-inc/file-log/)File Log

If you don’t already have an instance of Kong running in a Kubernetes cluster, connect to your cluster and run the following the commands to get one in seconds.

% kubectl create ns kong
% kubectl apply -f https://bit.ly/kong-ingress-dbless
% kubectl get po -n kong -w

NAME                            READY   STATUS              RESTARTS   AGE
ingress-kong-7c4b795d5d-f2lpt   0/2     ContainerCreating   0          1s
ingress-kong-7c4b795d5d-f2lpt   0/2     Running             0          1s
ingress-kong-7c4b795d5d-f2lpt   1/2     Running             0          10s
ingress-kong-7c4b795d5d-f2lpt   2/2     Running             0          20s
^C

See [how to install Kong in Kubernetes](https://docs.konghq.com/gateway/latest/install/kubernetes/kubectl/)how to install Kong in Kubernetes for more information. Once you have an available instance of the Kong Gateway, continue.

First, create an empty Kubernetes manifest file called, `elastic-common-schema.yaml`.

Next, let’s define our KongPlugin resources. The first plugin we will create is the serverless pre-function. From the Kong plugin docs, a serverless pre-function plugin:

*Runs before other plugins run during each phase. The pre-function plugin can be applied to individual services, routes, or globally.*

Since we’re logging, we’re concerned with the `log` phase or “context”. For more information on all available plugin contexts, read this [doc](https://docs.konghq.com/gateway/latest/plugin-development/custom-logic/#available-contexts)doc.

Paste the below yaml in your manifest.

The above resource definition creates a `KongPlugin` that executes before the logging phase of each plugin defined in scope. The `kong.ctx.shared.mystuff=kong.log.serialize()` is a single line of Lua code that stores the logging payload into a shared context. From the Kong docs, a shared context is:

*A [Lua] table that has the same lifetime as the current request. This table is shared between all plugins. It can be used to share data between several plugins in a given request.*

For more info on shared contexts, see this [doc](https://docs.konghq.com/gateway/latest/plugin-development/pdk/kong.ctx/#kongctxshared)doc.

The key to doing the transformation is the `custom_fields_by_lua` configuration. From the Kong docs, the `custom_fields_by_lua` is:

*A list of key-value pairs, where the key is the name of a log field and the value is a chunk of Lua code, whose return value sets or replaces the log field value.*

% kubectl create ns myblog
% kubectl apply -f https://bit.ly/k8s-httpbin -n myblog
% kubectl get po -n myblog -w

NAME                       READY   STATUS    RESTARTS   AGE
httpbin-64cdb8c89c-7rxm2   1/1     Running   0          5s
^C
% kubectl logs ingress-kong-7c4b795d5d-pg2c6 -n kong -c proxy -f | grep "@timestamp"

# You should see something similar to the below
{"@timestamp":"1667427319","url":{"original":"/testing/anything"},"http":{"response":{"status_code":200},"request":{"body":{"bytes":93}}},"client_ip":"10.48.0.1"}
{
  "latencies": {
    "request": 515,
    "kong": 58,
    "proxy": 457
  },
  "service": {
    "host": "httpbin.org",
    "created_at": 1614232642,
    "connect_timeout": 60000,
    "id": "167290ee-c682-4ebf-bdea-e49a3ac5e260",
    "protocol": "http",
    "read_timeout": 60000,
    "port": 80,
    "path": "/anything",
    "updated_at": 1614232642,
    "write_timeout": 60000,
    "retries": 5,
    "ws_id": "54baa5a9-23d6-41e0-9c9a-02434b010b25"
  },
  "request": {
    "querystring": {},
    "size": 138,
    "uri": "/log",
    "url": "http://localhost:8000/log",
    "headers": {
      "host": "localhost:8000",
      "accept-encoding": "gzip, deflate",
      "user-agent": "HTTPie/2.4.0",
      "accept": "*/*",
      "connection": "keep-alive"
    },
    "method": "GET"
  },
  "tries": [
    {
      "balancer_latency": 0,
      "port": 80,
      "balancer_start": 1614232668399,
      "ip": "18.211.130.98"
    }
  ],
  "client_ip": "192.168.144.1",
  "workspace": "54baa5a9-23d6-41e0-9c9a-02434b010b25",
  "upstream_uri": "/anything",
  "response": {
    "headers": {
      "content-type": "application/json",
      "date": "Thu, 25 Feb 2021 05:57:48 GMT",
      "connection": "close",
      "access-control-allow-credentials": "true",
      "content-length": "503",
      "server": "gunicorn/19.9.0",
      "via": "kong/2.2.1.0-enterprise-edition",
      "x-kong-proxy-latency": "57",
      "x-kong-upstream-latency": "457",
      "access-control-allow-origin": "*"
    },
    "status": 200,
    "size": 827
  },
  "route": {
    "id": "78f79740-c410-4fd9-a998-d0a60a99dc9b",
    "paths": [
      "/log"
    ],
    "protocols": [
      "http"
    ],
    "strip_path": true,
    "created_at": 1614232648,
    "ws_id": "54baa5a9-23d6-41e0-9c9a-02434b010b25",
    "request_buffering": true,
    "updated_at": 1614232648,
    "preserve_host": false,
    "regex_priority": 0,
    "response_buffering": true,
    "https_redirect_status_code": 426,
    "path_handling": "v0",
    "service": {
      "id": "167290ee-c682-4ebf-bdea-e49a3ac5e260"
    }
  },
  "started_at": 1614232668342
}

*which gets transformed into:*

{
  "@timestamp": "1667427319",
  "url": {
    "original": "/testing/anything"
  },
  "http": {
    "response": {
      "status_code": 200
    },
    "request": {
      "body": {
        "bytes": 93
      }
    }
  },
  "client_ip": "10.48.0.1"
}

Congratulations, you have transformed a Kong log payload into an Elastic Common Schema format ready for ingestion! This pattern can be used to easily transform Kong logging messages into any format for ingestion with any observability stack.

## Full API Observability Unveiled: Gain Complete Visibility with Konnect

[Watch Now](/resources/demos/kong-konnect/api-observability-konnect)Watch Now
- [API Gateway](/blog/tag/api-gateway)API Gateway- [Observability](/blog/tag/observability)Observability

## More on this topic

_Videos_

## Access Logging Made Easy With Envoy and Fluent Bit

_Videos_

## End-to-End Tracing with OpenTelemetry and Kong

## See Kong in action

Accelerate deployments, reduce vulnerabilities, and gain real-time visibility. 

[Get a Demo](/contact-sales)Get a Demo
**Topics**
- [API Gateway](/blog/tag/api-gateway)API Gateway- [Observability](/blog/tag/observability)Observability
Damon Sorrentino

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    • Platform
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    • Compare
    • [AI Gateway Alternatives ](/performance-comparison/ai-gateway-alternatives)AI Gateway Alternatives
    • [Kong vs Apigee ](/performance-comparison/kong-vs-apigee)Kong vs Apigee
    • [Kong vs IBM ](/performance-comparison/ibm-api-connect-vs-kong)Kong vs IBM
    • [Kong vs Postman ](/performance-comparison/kong-vs-postman)Kong vs Postman
    • [Kong vs Mulesoft ](/performance-comparison/kong-vs-mulesoft)Kong vs Mulesoft
    • Explore More
    • [Open Banking API Solutions ](/solutions/open-banking)Open Banking API Solutions
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    • [Istio API Gateway Integration ](/solutions/istio-gateway)Istio API Gateway Integration
    • [Kubernetes API Management ](/solutions/build-on-kubernetes)Kubernetes API Management
    • [API Gateway: Build vs Buy ](/campaign/secure-api-scalability)API Gateway: Build vs Buy
    • [Kong vs Apigee ](/performance-comparison/kong-vs-apigee)Kong vs Apigee
    • Open Source
    • [Kong Gateway ](https://developer.konghq.com/gateway/install/)Kong Gateway
    • [Kuma ](https://kuma.io/)Kuma
    • [Insomnia ](https://insomnia.rest/)Insomnia
    • [Kong Community ](/community)Kong Community

Kong enables the connectivity layer for the agentic era – securely connecting, governing, and monetizing APIs and AI tokens across any model or cloud.

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