keboola · Iamfle4ka · Jul 16, 2026 · Jul 16, 2026 · Jul 16, 2026 · Jul 17, 2026
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diff --git a/public/integrate/data-streams/tutorial/github_webhook_export_file.png b/public/integrate/data-streams/tutorial/github_webhook_export_file.png
diff --git a/public/integrate/data-streams/tutorial/github_webhook_export_table.png b/public/integrate/data-streams/tutorial/github_webhook_export_table.png
diff --git a/public/integrate/data-streams/tutorial/github_webhook_export_table_data.png b/public/integrate/data-streams/tutorial/github_webhook_export_table_data.png
diff --git a/public/integrate/data-streams/tutorial/github_webhook_export_token.png b/public/integrate/data-streams/tutorial/github_webhook_export_token.png
diff --git a/public/integrate/data-streams/tutorial/table.png b/public/integrate/data-streams/tutorial/table.png
diff --git a/public/integrate/data-streams/tutorial/token.png b/public/integrate/data-streams/tutorial/token.png
diff --git a/public/integrate/database/ssh-tunnel.jpg b/public/integrate/database/ssh-tunnel.jpg
diff --git a/public/integrate/jobs/states.png b/public/integrate/jobs/states.png
diff --git a/public/integrate/storage/api/async-import-handling.svg b/public/integrate/storage/api/async-import-handling.svg
diff --git a/public/integrate/storage/new-table.csv b/public/integrate/storage/new-table.csv
@@ -0,0 +1,5 @@
+"id","secondCol"
+"1","a"
+"2","b"
+"3","c"
+"4","d"
diff --git a/public/integrate/storage/sys.c-table-importer.test-config.csv b/public/integrate/storage/sys.c-table-importer.test-config.csv
@@ -0,0 +1,2 @@
+"table","primaryKey","incremental","enclosure","delimiter","escapedBy","tag","rowId"
+"in.c-main.new-table","","0","""",",","","new-data","1"
diff --git a/public/integrate/variables/countries.csv b/public/integrate/variables/countries.csv
@@ -0,0 +1,21 @@
+"COUNTRY","CARS"
+"Belgium","6293781"
+"Finland","3358232"
+"Italy","41393877"
+"Romania","6541260"
+"Turkey","20193915"
+"Bulgaria","2823705"
+"France","38720798"
+"Netherlands","8977994"
+"Russia","42201083"
+"Ukraine","8655700"
+"Czech Republic","5116750"
+"Germany","47418800"
+"Poland","20671278"
+"Spain","27528877"
+"United Kingdom","33792233"
+"Azerbaijan","1080912"
+"Denmark","2723040"
+"Hungary","3393075"
+"Portugal","5650428"
+"Sweden","5126572"
diff --git a/public/integrate/variables/tutorial-1.png b/public/integrate/variables/tutorial-1.png
diff --git a/public/integrate/variables/tutorial-2.png b/public/integrate/variables/tutorial-2.png
diff --git a/public/integrate/variables/variables.svg b/public/integrate/variables/variables.svg
diff --git a/public/kbc_structure.png b/public/kbc_structure.png
diff --git a/public/overview/api/apiary-console.png b/public/overview/api/apiary-console.png
diff --git a/public/overview/api/postman-import.png b/public/overview/api/postman-import.png
diff --git a/public/overview/encryption-1.png b/public/overview/encryption-1.png
diff --git a/public/overview/encryption-2.png b/public/overview/encryption-2.png
diff --git a/scripts/migrate-devdocs.mjs b/scripts/migrate-devdocs.mjs
diff --git a/src/content/docs/ai/mcp-server/index.md b/src/content/docs/ai/mcp-server/index.md
@@ -2,6 +2,7 @@
 title: Keboola Model Context Protocol (MCP) Server
 slug: 'ai/mcp-server'
 redirect_from:
+    - /integrate/mcp/
     - /external-integrations/mcp-server/
 ---
 
@@ -61,7 +62,7 @@ In case your AI assistant supports remote connection, you can connect to Keboola
 2. Copy the server URL and paste it into your AI assistant's settings.
 3. Once you save the settings and refresh your AI assistant, you will be prompted to authenticate with your Keboola account and select the project you want to connect to.
 
-For other options of local deployments see the [Developers Documentation](https://developers.keboola.com/integrate/mcp/#running-keboola-mcp-server-locally-using-uv-command).
+For other options of local deployments see the [Developers Documentation](/ai/mcp-server/).
 
 
 ### Using with Claude Desktop
@@ -81,7 +82,7 @@ These steps must be done by a Claude organization owner or primary owner, or on
 
 If you don't have a paid version you can still use the [`mcp-remote`](https://github.com/geelen/mcp-remote) adapter to connect Claude Desktop to Keboola's MCP Server.
 
-> NOTE: This method requires you to have Node.js installed on your computer. For more information refer to the [Developers Documentation](https://developers.keboola.com/integrate/mcp)
+> NOTE: This method requires you to have Node.js installed on your computer. For more information refer to the [Developers Documentation](/ai/mcp-server/)
 
 1. Open the Claude menu on your computer and select **"Settings…"**
 2. Click on **"Developer"** in the left-hand bar of the Settings pane, and then click on **"Edit Config"**
@@ -286,7 +287,7 @@ These headers are set by the client (e.g., your AI agent integration or custom M
 
 For example, setting `X-Read-Only-Mode: true` allows agents to query and explore data but prevents them from creating or modifying configurations.
 
-For detailed technical documentation including the full list of read-only tools and header combination behavior, see the [Developer Documentation](https://developers.keboola.com/integrate/mcp/#tool-authorization-and-access-control).
+For detailed technical documentation including the full list of read-only tools and header combination behavior, see the [Developer Documentation](/ai/mcp-server/).
 
 ## Advanced Setup Options
 These methods are for developers or specific use cases (e.g., testing, contributing to the MCP server).

diff --git a/src/content/docs/automate/index.md b/src/content/docs/automate/index.md
@@ -0,0 +1,45 @@
+---
+title: Automation/Common Tasks
+slug: 'automate'
+---
+
+## Automation
+
+Use the Keboola Orchestrator component to specify what tasks should be executed in what order and 
+configure their automatic execution (specified intervals, specified times of the day, etc.).
+
+The set of [Keboola APIs](/overview/api/) provides full automation of the data warehouse cycle. 
+The end-to-end serverless solution automatically enables you to connect data sources, automatically store data 
+in the correct format, check for format inconsistencies, and choose different metadata providers based on the
+operation you wish to perform on the data. The platform scales the needed resources automatically across various 
+types of data (structured, semi-structured, and non-structured) and processes.
+
+The whole environment tracks all the [operational metadata](https://api.keboola.com/?service=storage#tag--Events) 
+and can be accessed without needing a server via APIs. This is useful when automating development, testing and 
+production run of data jobs with automatic controls of [pipelines](https://api.keboola.com/?service=storage#get-/v2/storage/dev-branches/-id-).
+
+As Storage API is part of the wider Keboola platform, it is an essential element in providing coherent data 
+fabric across clouds, users, services, and on premise.
+
+## CI/CD
+
+No matter whether you use Jenkins, CircleCI, AWS CodeBuilder, or Azure DevOps, you can utilise 
+the Keboola API within your existing CI/CD pipeline to deploy and manage new versions of your data 
+pipeline and data process automation tasks.
+
+## Documentation
+
+You can learn about how to set up our Orchestrator on [help.keboola.com/tutorial/automate/](/tutorial/automate/).
+
+<!-- 
+  - Load data from your system
+  - Trigger orchestrations
+  - Send data
+  - Copy buckets from different projects
+
+Orchestrator
+
+spusteni jobu
+API pro konfiguraci, nepouzivat normalni api
+custom joby
+-->
diff --git a/src/content/docs/automate/job-parameters.png b/src/content/docs/automate/job-parameters.png
diff --git a/src/content/docs/automate/job-row-parameters.png b/src/content/docs/automate/job-row-parameters.png
diff --git a/src/content/docs/automate/orchestration-parameters.png b/src/content/docs/automate/orchestration-parameters.png
diff --git a/src/content/docs/automate/run-job/index.md b/src/content/docs/automate/run-job/index.md
@@ -0,0 +1,45 @@
+---
+title: Run a Job
+slug: 'automate/run-job'
+---
+
+A [job](/management/jobs/) represents a work being done in Keboola. 
+You can create (run) a job from the UI or via scheduled [Orchestrations](/orchestrator/) or Flows. 
+A job can also be created manually via the API. The easiest way to get started is to create
+a [configuration](/components/) of the component you want to run and run it manually in the UI. 
+Once you're satisfied with the result, look at the successful job:
+
+![Screenshot -- Job Parameters](/automate/job-parameters.png)
+
+In the job detail, you can see the parameters required to run the configuration, in this case:
+
+```
+mode: run
+component: keboola.ex-db-snowflake
+config: 493493
+```
+
+Then create a [Storage API token](/management/project/tokens/) which you will use to 
+run the API requests (if you don't have one already). We recommend to create
+as restricted token as possible -- in this case limit it to to the component with ID `keboola.ex-db-snowflake`:
+
+![Screenshot -- Token Settings](/automate/token-settings.png)
+
+Then use the [Create Job API call](https://api.keboola.com/?service=job-queue#job-queue/tag/jobs/POST/jobs) to 
+create a job with the same parameters 
+(see [example](https://documenter.getpostman.com/view/3086797/77h845D#fd60aa15-485c-4922-8536-c2ba2f27e8ea)):
+
+```bash
+curl --location --request POST 'https://queue.keboola.com/jobs' \
+--header 'X-StorageApi-Token: YOUR_TOKEN' \
+--header 'Content-Type: application/json' \
+--data-raw '{
+    "mode": "run",
+    "component": "keboola.ex-db-snowflake",
+    "config": "493493"
+}'
+```
+
+Take care to use the right endpoint depending on which [Stack](/overview/#stacks) are you using. 
+You'll see `Invalid access token` error message if you are using the wrong endpoint or token. Read more about 
+the concept of [Jobs](/integrate/jobs/).
diff --git a/src/content/docs/automate/run-orchestration/index.md b/src/content/docs/automate/run-orchestration/index.md
@@ -0,0 +1,48 @@
+---
+title: Run Orchestration
+slug: 'automate/run-orchestration'
+---
+
+Running an [Orchestration](/orchestrator/) or Flow is in principle same as running 
+a [job](/automate/run-job/). 
+You can create (run) an orchestration job from the UI. A job can also be created manually via the API. 
+The easiest way to get started is to create a configuration of orchestration or flow and run it manually in the UI. 
+Once you're satisfied with the result, look at the successful job:
+
+![Screenshot -- Orchestration Parameters](/automate/orchestration-parameters.png)
+
+In the job detail, you can see the parameters required to run the configuration, in this case:
+
+```
+mode: run
+component: keboola.orchestrator
+config: 1496488
+```
+
+The difference between running an arbitrary [component job](/automate/run-job/) and an orchestrator job is only in
+that the `component` value is always `keboola.orchestrator`. The same component is used for both Orchestrator 
+and Flow jobs.
+
+Create a [Storage API token](/management/project/tokens/) which you will use to 
+run the API requests (if you don't have one already). We recommend to create a token with **Full Access** to
+components. Though you can list the components used in the orchestration, this leads to a fragile setup when
+modifying the orchestration may need the modification of the the token too.
+
+Then use the [Create Job API call](https://api.keboola.com/?service=job-queue#job-queue/tag/jobs/POST/jobs) to 
+create a job with the same parameters 
+(see [example](https://documenter.getpostman.com/view/3086797/77h845D#3e71b131-afd4-44be-9831-6534e581f2e0)):
+
+```bash
+curl --location --request POST 'https://queue.keboola.com/jobs' \
+--header 'X-StorageApi-Token: YOUR_TOKEN' \
+--header 'Content-Type: application/json' \
+--data-raw '{
+    "mode": "run",
+    "component": "keboola.orchestrator",
+    "config": "1496488"
+}'
+```
+
+Take care to use the right endpoint depending on which [Stack](/overview/#stacks) are you using. 
+You'll see `Invalid access token` error message if you are using the wrong endpoint or token. Read more about 
+the concept of [Jobs](/integrate/jobs/).
Original file line number	Diff line number	Diff line change
		@@ -0,0 +1,2 @@
		"table","primaryKey","incremental","enclosure","delimiter","escapedBy","tag","rowId"
		"in.c-main.new-table","","0","""",",","","new-data","1"