AI & INTEGRATIONS

Dify Connectors for secure, modular AI workflows.

Custom tool providers extend Dify with approved functions and data sources for precisely scoped AI workflows.

This public overview focuses on capabilities and benefits. Internal architecture, access credentials and project-specific procedures remain confidential.

In developmentDifyPythonREST APIDockerOAuth

Illustration of a Dify connector connected to an external data source — Illustrative view, not a production screenshot.

Project type

Dify tool providers and connectors

Access model

Controlled and read-only by default

Architecture

Modular and extensible

Technology

Python, APIs and Dify plugins

CAPABILITIES

What these connectors can do

Individual tools expose only the data needed for a defined task. Analysis and recommendations do not automatically grant permission to change an advertising account.

Accounts & campaigns

Read account settings, campaign structure and key status information.

Budgets & performance

Compare budget trends, campaign metrics and geographic performance.

Conversions & diagnostics

Review conversion configurations, trends and potential anomalies.

Search terms & keywords

Analyze search queries, keywords and negative keywords without editing campaigns.

Ads, assets & policies

Identify creative status issues and policy-related warnings.

Landing pages & URLs

Check accessibility and technical information for linked pages.

Change history

Trace changes and anomalies over time.

Approved business data

Read specifically approved company and website fields without exposing full internal datasets.

REAL-WORLD EXAMPLE

What an agency and an AI agent can see.

On the left: a simplified exchange. On the right: a controlled sequence of steps. The agent can flag problems and suggest actions without independently changing ad accounts.

Google Ads AgentDify · Example view

Analysis mode

Google Ads Manager

How did Campaign X perform last week, and what should we improve?

Dify Agent

Overall performance looks stable. However, one ad group shows an illustrative 24% decrease in conversion rate and an 18% increase in average click costs.

I recommend reviewing the search terms, ad relevance and landing page. Should I prepare suggestions without making changes?

Google Ads Manager

Yes, review those areas and prepare recommendations. Do not change anything yet.

Dify Agent · Analysis result

The decline appears concentrated in one ad group. Several less relevant search queries are consuming budget. My proposal is to review exclusions, align the ad message with search intent, and improve the landing page. Other ad groups should remain unchanged for now.

EXAMPLE SCREENS

An inside look, without exposing confidential workflows

Illustration of structured Google Ads analysis — **Analysis view**Illustrative campaign, performance and diagnostics modules.

Illustration of controlled tool access — **Controlled access**Diagram of scoped data access and permissions.

A NOTE ABOUT IMAGES

Illustrations, not production screenshots.

These are intentionally generic previews. Real screenshots may be added later only after credentials, customer data and confidential workflows have been removed.

Examples are illustrative. Access rights, thresholds, approval logic and detailed integration design remain part of the protected system architecture.

← Back to all projects

SECURITY & MODULARITY

Bounded tools instead of unrestricted access.

AI workflows do not need direct access to credentials or arbitrary API actions. Credentials remain separate from prompts and tool inputs, while permissions and account assignments are enforced on the server.

New analysis and data capabilities can be added individually without rebuilding existing workflows.

Separated credentials

Secrets stay outside conversations and prompts.

Server-side controls

Permissions and tool scopes are checked at the integration boundary.

Read-only by default

Analysis does not automatically authorize account changes.

Modular extensions

Additional tools can be introduced as requirements evolve.

EXTEND DIFY

Need a custom connector?

I develop connectors for existing APIs, approved data sources and clearly defined automation tasks. Before implementation, I assess which permissions and capabilities are actually needed.

Discuss a project Project review