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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

Follow the runtime. Inspect what supports it.

Solid horizontal paths show main-channel execution. Violet dependencies sit beneath the exact step they configure or empower.

16

Nodes

15

Links

1

Run groups

Connected tools

2 integrations

  • Bright Data
  • Google AI

Canvas controls

Fit wide systems, then zoom into any run group.

Data Mining & Analysis with AI and APIs execution lanes1 run groups containing 16 workflow nodes and 15 visible links. Solid horizontal lines are main-channel runtime links. Violet dashed lines connect typed dependencies beneath the runtime step they support. Focus any node to inspect its immediate path.When clicking ‘Test workflow’. trigger node, manualTrigger. 0 incoming and 1 outgoing connections.STARTWhen clicking ‘Test workf…TRIGGERMANUALTRIGGER0 IN / 1 OUTSet URL and Bright Data Zone. transform node, set. 1 incoming and 1 outgoing connections.STEP 02Set URL and Bright Data Z…TRANSFORMSET1 IN / 1 OUTPerform Bright Data Web Request. integration node, httpRequest. 1 incoming and 1 outgoing connections.STEP 03Perform Bright Data Web R…INTEGRATIONHTTPREQUEST1 IN / 1 OUTMarkdown to Textual Data Extractor. ai node, chainLlm. 2 incoming and 3 outgoing connections.STEP 04Markdown 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.STEP 05Initiate a Webhook Notifi…INTEGRATIONHTTPREQUEST1 IN / 0 OUTTrends by location and category with the structured response. ai node, informationExtractor. 2 incoming and 2 outgoing connections.STEP 05Trends by location and ca…AIINFORMATIONEXTRACTOR2 IN / 2 OUTTopic Extractor with the structured response. ai node, informationExtractor. 2 incoming and 2 outgoing connections.STEP 05Topic Extractor with the …AIINFORMATIONEXTRACTOR2 IN / 2 OUTCreate a binary data for tends. transform node, function. 1 incoming and 1 outgoing connections.STEP 06Create 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.STEP 06Initiate a Webhook Notifi…INTEGRATIONHTTPREQUEST1 IN / 0 OUTCreate a binary file for topics. transform node, function. 1 incoming and 1 outgoing connections.STEP 06Create a binary file for …TRANSFORMFUNCTION1 IN / 1 OUTInitiate a Webhook Notification for AI Sentiment Analyzer. integration node, httpRequest. 1 incoming and 0 outgoing connections.STEP 06Initiate a Webhook Notifi…INTEGRATIONHTTPREQUEST1 IN / 0 OUTWrite the trends file to disk. integration node, readWriteFile. 1 incoming and 0 outgoing connections.OUTCOMEWrite the trends file to …INTEGRATIONREADWRITEFILE1 IN / 0 OUTWrite the topics file to disk. integration node, readWriteFile. 1 incoming and 0 outgoing connections.OUTCOMEWrite the topics file to …INTEGRATIONREADWRITEFILE1 IN / 0 OUTGoogle Gemini Chat Model for Data Extract. Google AI node, lmChatGoogleGemini. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Google Gemini Chat Model …GOOGLE AILMCHATGOOGLEGEMINI0 IN / 1 OUTGoogle Gemini Chat Model. Google AI node, lmChatGoogleGemini. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Google Gemini Chat ModelGOOGLE AILMCHATGOOGLEGEMINI0 IN / 1 OUTGoogle Gemini Chat Model for Sentiment Analyzer. Google AI node, lmChatGoogleGemini. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Google Gemini Chat Model …GOOGLE AILMCHATGOOGLEGEMINI0 IN / 1 OUT

Signal inspector

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Main-channel runtimeTyped dependencytriggeraidecisiontransformintegration
Scroll horizontally to follow every connected flow.16 connected nodesEnter or click to lock · Escape to clear

Runtime breakdown

Read the execution spine before its dependencies.

Each run group separates main-channel steps from the models, tools, retrievers, and data services that support them. Start and outcome labels apply only to runtime nodes.

01

Run Group

When clicking ‘Test workflow’

12 Execution Links3 Support Dependencies

  1. Start

    When clicking ‘Test workflow’

    Trigger

  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

Attached dependencies

These nodes support the runtime above; they are not additional starts or outcomes.

3 nodes

  • Google Gemini Chat Model

    AI reasoning dependency

  • Google Gemini Chat Model for Data Extract

    AI reasoning dependency

  • Google Gemini Chat Model for Sentiment Analyzer

    AI reasoning dependency

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