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Data Mining & Analysis with AI and APIs

Data Mining & Analysis with AI and APIs is a 16-node automation blueprint connecting Bright Data, Google Gemini via LangChain. Inspect its trigger, execution graph, branches, and implementation requirements.

Bright DataGoogle Gemini via LangChain

Interactive system map

Execution flows, separated by connected path.

Each horizontal lane is one connected flow. Solid lines show runtime execution; dashed lines show AI, model, memory, or tool dependencies.

16

Nodes

15

Links

1

Flows

Connected tools

2 integrations

  • Bright Data
  • Google AI
Data Mining & Analysis with AI and APIs execution lanes1 connected flows containing 16 workflow nodes and 15 visible links. Solid lines are execution links and dashed lines are support dependencies. Focus any node to inspect its immediate path.When clicking ‘Test workflow’. trigger node, manualTrigger. 0 incoming and 1 outgoing connections.When clicking ‘Test workf…TRIGGERMANUALTRIGGER0 IN / 1 OUTGoogle Gemini Chat Model. Google AI node, lmChatGoogleGemini. 0 incoming and 1 outgoing connections.Google Gemini Chat ModelGOOGLE AILMCHATGOOGLEGEMINI0 IN / 1 OUTGoogle Gemini Chat Model for Data Extract. Google AI node, lmChatGoogleGemini. 0 incoming and 1 outgoing connections.Google Gemini Chat Model …GOOGLE AILMCHATGOOGLEGEMINI0 IN / 1 OUTGoogle Gemini Chat Model for Sentiment Analyzer. Google AI node, lmChatGoogleGemini. 0 incoming and 1 outgoing connections.Google Gemini Chat Model …GOOGLE AILMCHATGOOGLEGEMINI0 IN / 1 OUTSet URL and Bright Data Zone. transform node, set. 1 incoming and 1 outgoing connections.Set URL and Bright Data Z…TRANSFORMSET1 IN / 1 OUTPerform Bright Data Web Request. integration node, httpRequest. 1 incoming and 1 outgoing connections.Perform Bright Data Web R…INTEGRATIONHTTPREQUEST1 IN / 1 OUTMarkdown to Textual Data Extractor. ai node, chainLlm. 2 incoming and 3 outgoing connections.Markdown to Textual Data …AICHAINLLM2 IN / 3 OUTInitiate a Webhook Notification for Markdown to Textual Data Extraction. integration node, httpRequest. 1 incoming and 0 outgoing connections.Initiate a Webhook Notifi…INTEGRATIONHTTPREQUEST1 IN / 0 OUTTrends by location and category with the structured response. ai node, informationExtractor. 2 incoming and 2 outgoing connections.Trends by location and ca…AIINFORMATIONEXTRACTOR2 IN / 2 OUTTopic Extractor with the structured response. ai node, informationExtractor. 2 incoming and 2 outgoing connections.Topic Extractor with the …AIINFORMATIONEXTRACTOR2 IN / 2 OUTCreate a binary data for tends. transform node, function. 1 incoming and 1 outgoing connections.Create a binary data for …TRANSFORMFUNCTION1 IN / 1 OUTInitiate a Webhook Notification for trends by location and category. integration node, httpRequest. 1 incoming and 0 outgoing connections.Initiate a Webhook Notifi…INTEGRATIONHTTPREQUEST1 IN / 0 OUTCreate a binary file for topics. transform node, function. 1 incoming and 1 outgoing connections.Create a binary file for …TRANSFORMFUNCTION1 IN / 1 OUTInitiate a Webhook Notification for AI Sentiment Analyzer. integration node, httpRequest. 1 incoming and 0 outgoing connections.Initiate a Webhook Notifi…INTEGRATIONHTTPREQUEST1 IN / 0 OUTWrite the trends file to disk. integration node, readWriteFile. 1 incoming and 0 outgoing connections.Write the trends file to …INTEGRATIONREADWRITEFILE1 IN / 0 OUTWrite the topics file to disk. integration node, readWriteFile. 1 incoming and 0 outgoing connections.Write the topics file to …INTEGRATIONREADWRITEFILE1 IN / 0 OUT

Signal inspector

Focus, hover, or select a node to illuminate its real path.

Execution linkSupport dependencytriggeraidecisiontransformintegration
Scroll horizontally to follow every connected flow.16 connected nodesEnter or click to lock · Escape to clear

Execution breakdown

Follow each connected flow from start to outcome.

The readable view below uses the same graph relationships as the interactive map. Each row is a connected flow; columns advance only when an actual link connects the nodes.

01

Connected Flow

When clicking ‘Test workflow’

12 Execution Links3 Support Dependencies

  1. Start

    When clicking ‘Test workflow’

    Trigger

    Google Gemini Chat Model

    AI reasoning

    Google Gemini Chat Model for Data Extract

    AI reasoning

    Google Gemini Chat Model for Sentiment Analyzer

    AI reasoning

  2. Step 2

    Set URL and Bright Data Zone

    Transform

  3. Step 3

    Perform Bright Data Web Request

    Integration

  4. Step 4

    Markdown to Textual Data Extractor

    AI reasoning

  5. Step 5

    Initiate a Webhook Notification for Markdown to Textual Data Extraction

    Integration

    Trends by location and category with the structured response

    AI reasoning

    Topic Extractor with the structured response

    AI reasoning

  6. Step 6

    Create a binary data for tends

    Transform

    Initiate a Webhook Notification for trends by location and category

    Integration

    Create a binary file for topics

    Transform

    Initiate a Webhook Notification for AI Sentiment Analyzer

    Integration

  7. Outcome

    Write the trends file to disk

    Integration

    Write the topics file to disk

    Integration

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