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Instagram Graph API Integration Guide

Connect eligible Instagram professional accounts with enterprise systems through Meta Graph API requests, selected webhook notifications, publishing workflows, and Insights synchronization.

Instagram Graph API integration options at a glance

Instagram Graph API provides HTTPS-based Meta Graph API endpoints that return JSON resources for Instagram professional accounts, Media, Comments, Insights, publishing operations, and selected messaging capabilities. Selected webhook notifications can prompt workflows for events such as comments, mentions, and messaging, but they do not provide complete change-data capture. Content publishing may require media-container creation, processing checks, and final publication. Martini can consume these endpoints, manage cursor-based pagination, normalize JSON responses, receive secured webhook requests, schedule reconciliation workflows, and store Meta tokens and configuration as protected environment values. Account eligibility, permissions, app review, API versions, rate limits, and operation-specific media requirements remain important constraints.

Integration pointSupported by Instagram Graph API?Common use casesHow Martini supports it
REST APIsYesRetrieve Instagram account information, Media, Comments, Insights, supported messaging resources, and publishing resources through Meta Graph API HTTPS endpoints.Martini can consume REST-style Graph API requests from workflows, handle JSON responses, map fields, orchestrate dependent calls, and expose internal APIs for controlled operations.
Webhooks / outbound callbacksLimitedSelected comment activity, mentions, messaging events, and other Instagram business or creator events can notify an integration.Martini can expose a secured API or workflow trigger, validate incoming requests, deduplicate events, retrieve current state, and route the result to downstream systems.
Bulk / async / batch APIsLimitedMeta Graph API batch requests may combine suitable calls, while content publishing commonly requires asynchronous media-container processing and status checks.Martini can orchestrate operation-specific batches, polling, bounded retries, and final publication steps rather than assuming a general bulk export facility.
File / attachment APIsLimitedPublishing can use supported media types referenced by publicly accessible URLs or supported upload mechanisms; Instagram is not a general-purpose file repository.Martini can validate media metadata and URLs, create containers, poll processing status, and persist returned Media IDs and publication results.
Database / analytics accessLimitedInsights endpoints expose account-level and media-level metrics for eligible professional accounts and supported dimensions; direct database access is not provided.Martini can schedule metric retrieval, paginate through responses, normalize analytics data, and write it to reporting or warehouse systems.
AuthenticationYesMeta authorization, user or page access tokens, long-lived tokens where supported, permissions, account eligibility, and app review govern access.Martini can keep client credentials, access tokens, signing secrets, and environment-specific configuration in protected secrets and configuration rather than workflow source code.
SDKsLimitedMeta provides SDKs and developer tooling for some platform scenarios, but Instagram Graph API operations can be represented as direct HTTPS requests.Martini can consume the documented HTTP API directly without requiring a vendor-specific SDK, adding custom JVM-compatible logic only when necessary.

How Instagram Graph API exposes data and business events

Instagram Graph API REST

Instagram Graph API is accessed through Meta Graph API HTTPS endpoints and commonly returns JSON resources. The available objects and operations depend on the Instagram API product, account type, permissions, and API version.

Martini implementation pattern

Martini implementation pattern: a workflow sends authenticated requests, follows cursor-based pagination, maps the response into a canonical model, applies business rules, and writes or forwards the result to an enterprise target. Reusable Martini APIs can provide controlled operations for internal applications.

Implementation sequence

Authenticate with protected Meta configuration
Call the required Instagram Graph API endpoint
Follow pagination until the configured limit or cursor boundary
Map the JSON response to the target model
Apply account, permission, and business rules
Write the result and record correlation metadata

Instagram Webhooks

Instagram supports webhook-style notifications for selected events and fields, including certain comment, mention, and messaging activity. Coverage is selective and should not be treated as complete change-data capture.

Martini implementation pattern

Martini implementation pattern: expose a secured API or workflow trigger, validate Meta verification and request-signing requirements where applicable, store a deduplication key, and retrieve the current Instagram resource before processing the event.

Implementation sequence

Receive the Instagram webhook notification
Validate the request and event structure
Check the event identifier for replay or duplicate processing
Retrieve the related Instagram resource
Apply routing and moderation rules
Write the downstream result and record processing status

Instagram Content Publishing

Eligible professional accounts can publish supported content through a multi-stage operation that commonly creates a media container, waits for processing, and publishes the container. Supported formats and requirements vary by API version.

Martini implementation pattern

Martini implementation pattern: receive approved content metadata, validate the media URL and content attributes, create the container, poll processing status with bounded attempts, publish when ready, and persist the returned Instagram Media ID.

Implementation sequence

Receive approved content metadata
Validate account eligibility and media attributes
Create the Instagram media container
Poll processing status with bounded attempts
Publish the processed container
Store the Instagram Media ID and publication result

Instagram Insights

Insights endpoints expose account-level and media-level metrics for eligible professional accounts and supported dimensions. Metrics, retention, and availability vary by object, account type, and API version.

Martini implementation pattern

Martini implementation pattern: schedule a paginated extraction workflow, retrieve the permitted metrics, normalize dates and dimensions, write the results to a reporting target, and retain checkpoints for reconciliation.

Implementation sequence

Start the scheduled Insights workflow
Retrieve the eligible account or Media metrics
Continue through cursor-based pages
Map metrics to the reporting schema
Write results with source and extraction metadata
Record the checkpoint and route failures for review

Graph API Batch and Async Operations

Meta provides batch-request capabilities in the broader Graph API ecosystem, while Instagram publishing and media processing remain operation-specific. These mechanisms should not be treated as a universal bulk export service.

Martini implementation pattern

Martini implementation pattern: group only compatible requests, control concurrency, inspect individual results, and model asynchronous processing as explicit workflow states. Failed operations can be retried independently when safe.

Implementation sequence

Select compatible operations for batching
Submit the request with bounded concurrency
Inspect each operation result
Poll asynchronous media status where required
Retry only safe transient failures
Persist individual outcomes and correlation identifiers

Common Instagram Graph API integration patterns

Pattern 1: Publish approved content to Instagram

When to use this pattern

Use this pattern when a content platform or marketing process approves images, videos, Reels, or carousel content for an eligible professional account. The workflow must account for supported formats, public media accessibility, processing time, and publication permissions.

Integration direction
Content platform
Martini
Instagram Graph API
Example Mapping
Instagram Graph API FieldCanonical FieldTarget Field
sourceContentIdcontent.idexternal correlation key
mediaUrlcontent.media.urlcontainer media URL
captioncontent.captioncontainer caption
scheduledAtpublication.requestedAtworkflow schedule
Martini implementation pattern

Martini receives approved content, validates the account and media requirements, creates the Instagram media container, polls processing status, publishes the container when ready, and returns the Instagram Media ID. It stores the source content ID before retries and routes invalid media, expired tokens, processing failures, and rate limits to appropriate error paths.

Martini capabilities used
  • workflows
  • API consumption
  • data mapping
  • business rules
  • scheduling
  • error handling

Pattern 2: Route Instagram comments to case management

When to use this pattern

Use this pattern for moderation, customer support, or escalation workflows where selected Instagram comment notifications should create or update cases in a service application.

Integration direction
Instagram Graph API
Martini
ServiceNow
Example Mapping
Instagram Graph API FieldCanonical FieldTarget Field
comment.idinteraction.externalIdcase correlation key
comment.textinteraction.messagecase description
media.idcontent.externalIdrelated content
from.idcontact.externalIdcustomer reference
Martini implementation pattern

Martini receives a selected webhook event, validates and deduplicates it, retrieves the current Comment and Media objects, applies moderation and priority rules, and creates or updates a ServiceNow case. Optional replies are sent only when the applicable endpoint, permissions, and approval rules allow them.

Martini capabilities used
  • API consumption
  • webhook receiving
  • workflows
  • data mapping
  • business rules
  • idempotency
  • error handling

Pattern 3: Synchronize Instagram Insights to a warehouse

When to use this pattern

Use this pattern when reporting teams need historical account-level and media-level Instagram metrics for attribution, campaign analysis, or operational dashboards.

Integration direction
Instagram Graph API
Martini
Snowflake
Example Mapping
Instagram Graph API FieldCanonical FieldTarget Field
account.idaccount.externalIdinstagram_account_id
media.idcontent.externalIdmedia_id
metricinsight.metricNamemetric_name
valueinsight.metricValuemetric_value
Martini implementation pattern

A scheduled Martini workflow retrieves eligible Insights pages, normalizes metric names, dates, account identifiers, and Media identifiers, and writes them to Snowflake. Checkpoints support reconciliation, while permission, retention, rate-limit, and unavailable-metric errors are separated from retryable transport failures.

Martini capabilities used
  • scheduled workflows
  • API consumption
  • pagination
  • data mapping
  • JSON handling
  • error handling

Pattern 4: Reconcile Instagram activity with a CRM

When to use this pattern

Use this pattern when webhook coverage is insufficient or when permitted Instagram account, Media, Comment, or engagement data must be associated with customer, campaign, or lead records.

Integration direction
Instagram Graph API
Martini
Salesforce
Example Mapping
Instagram Graph API FieldCanonical FieldTarget Field
user.idparty.externalIdContact external ID
media.idengagement.contentIdCampaign content reference
comments_countengagement.commentCountcampaign engagement count
timestampengagement.observedAtactivity date
Martini implementation pattern

Martini runs a bounded scheduled reconciliation, retrieves permitted resources with cursor pagination, compares source identifiers with Salesforce correlation keys, and upserts only changed data. Webhook events can trigger targeted refreshes, while scheduled runs detect missed notifications and prevent duplicate activity through idempotent keys.

Martini capabilities used
  • scheduling
  • API consumption
  • pagination
  • data mapping
  • business rules
  • upsert orchestration
  • error handling

Applications commonly integrated with Instagram Graph API

Instagram Graph API data and workflows can be connected to enterprise applications for publishing, engagement management, support, campaign operations, and analytics. These are typical architecture patterns rather than claims of vendor-specific partnerships or universal API compatibility.

Application Scenario Direction Martini Pattern
Salesforce Associate Instagram campaign activity, engagement, and support interactions with Leads, Contacts, Campaigns, and Cases. Instagram Graph API → Martini → Salesforce Martini consumes Media, Comments, or selected webhook notifications, applies account and permission rules, maps the data to Salesforce objects, and routes transient failures to bounded retries.
HubSpot Coordinate social engagement and content approval data with Contacts, Companies, Deals, and marketing activity. HubSpot → Martini → Instagram Graph API An approval workflow sends content metadata to Martini, which validates media requirements, creates an Instagram media container, polls processing status, publishes eligible content, and returns the Instagram Media ID.
Shopify Coordinate product marketing content and campaign activity with product and catalog processes. Shopify → Martini → Instagram Graph API Martini receives approved product or campaign content from Shopify, validates publicly accessible media URLs and content attributes, orchestrates publishing, and records the publication result for reconciliation.
ServiceNow Create cases or tasks for selected social support, moderation, and escalation workflows. Instagram Graph API → Martini → ServiceNow Martini receives eligible Instagram notifications, retrieves the related Comment or Media resource, applies moderation and routing rules, and creates or updates a ServiceNow case with an idempotency key.
Zendesk Route selected Instagram customer interactions into support tickets and coordinate response status. Instagram Graph API → Martini → Zendesk A Martini webhook API validates the notification, retrieves current Instagram state, maps the interaction to a Zendesk ticket, and optionally orchestrates an Instagram response where the applicable endpoint and permissions support it.
NetSuite Associate campaign or social activity with customer, marketing, and financial reporting processes. Instagram Graph API → Martini → NetSuite Scheduled Martini workflows retrieve permitted Instagram data, normalize identifiers and timestamps, apply retention and business rules, and write approved data to NetSuite or an intermediate reporting model.
Snowflake Consolidate Instagram Media, engagement, and Insights data for historical reporting and attribution. Instagram Graph API → Martini → Snowflake Martini schedules paginated API extraction, maps account-level and media-level Insights to a stable warehouse schema, persists cursors and checkpoints, and separates retryable API failures from data-quality exceptions.
Microsoft Power BI Make synchronized Instagram Insights available for dashboards and performance reporting. Instagram Graph API → Martini → Microsoft Power BI Martini retrieves eligible metrics and writes them to a reporting database or service consumed by Power BI, preserving account, Media, date, metric, and extraction metadata.

How to build a Instagram Graph API integration in Martini

Objective

Establish the Meta application configuration, token strategy, permissions, and environment-specific values required by the selected Instagram API product.

Instructions in Martini

  • Configure Meta app credentials and the required access-token type
  • Store tokens, client credentials, signing secrets, and API version values in protected configuration
  • Confirm professional-account eligibility, permissions, app review, and business verification requirements

Objective

Select the event, API, or schedule that should start the integration based on Instagram webhook coverage and synchronization requirements.

Instructions in Martini

  • Use a secured webhook API or workflow trigger for selected notifications
  • Use a scheduler for Insights extraction and reconciliation
  • Use an internal API when another application initiates publishing or retrieval

Objective

Receive notifications or call Instagram Graph API endpoints to obtain the complete current resource needed by the workflow.

Instructions in Martini

  • Validate incoming webhook requests before processing
  • Retrieve related Media, Comments, account, messaging, or Insights resources
  • Follow cursor-based pagination and enforce configured limits

Objective

Coordinate dependent calls, asynchronous media processing, status checks, and downstream operations in a maintainable Martini workflow.

Instructions in Martini

  • Create explicit states for media-container creation, processing, and publication
  • Use correlation identifiers and checkpoints across API calls
  • Separate validation, authorization, rate-limit, transient, and business errors

Objective

Convert Instagram JSON resources into a canonical model suitable for CRM, service, warehouse, reporting, or content systems.

Instructions in Martini

  • Map only fields required by the target system
  • Normalize identifiers, timestamps, metrics, captions, and account references
  • Preserve source IDs and relevant API-version metadata for traceability

Objective

Enforce account eligibility, permissions, moderation, approval, privacy, retention, and duplicate-prevention rules before writing data or publishing content.

Instructions in Martini

  • Validate media accessibility and supported content attributes
  • Apply moderation and routing rules to Comments and selected events
  • Use source content IDs, event IDs, or Media IDs as idempotency keys

Common Instagram Graph API data objects used in integrations

ObjectTypical UseCommon target systemsMartini handling
Instagram User / Instagram Professional AccountIdentify the Instagram account, account configuration, relationships, and account-level integration context.Salesforce, HubSpot, NetSuite, SnowflakeMartini retrieves permitted account fields, normalizes identifiers and account metadata, and applies eligibility and privacy rules before synchronization.
MediaRepresent images, videos, Reels, carousel media, publication state, and related content metadata.Content platforms, Shopify, Snowflake, Power BIMartini maps Media fields, orchestrates container creation and publication where supported, stores returned Media IDs, and handles pagination and processing status.
CommentsRetrieve, moderate, respond to, or hide comments associated with eligible Instagram Media.Salesforce, ServiceNow, Zendesk, moderation systemsMartini can receive selected notifications, retrieve the current Comment and Media resources, apply moderation rules, deduplicate events, and route cases or responses.
RepliesRepresent responses to Instagram Comments where the account, permissions, and endpoint support the operation.ServiceNow, Zendesk, SalesforceMartini validates the originating interaction, applies response and approval rules, and invokes the applicable API operation with auditable correlation data.
InsightsProvide account-level or media-level reach, impressions, engagement, and other eligible analytics dimensions.Snowflake, Microsoft Power BI, marketing databasesMartini schedules extraction, follows pagination, maps metric and date dimensions, preserves source identifiers, and handles account or metric eligibility errors.
StoriesRepresent story media and related information where the applicable Instagram API product supports access.Snowflake, reporting platforms, marketing systemsMartini treats Stories as operation-specific resources, validates availability and retention constraints, and synchronizes only supported fields and metrics.

Authentication and security considerations

Meta authorization and access tokens

Instagram Graph API uses Meta authorization and access tokens. The exact flow and permissions depend on the Instagram API product, account configuration, and operation. User access tokens, page access tokens, and long-lived tokens may apply in different designs.

Permissions and eligibility

Many capabilities require an Instagram professional account, appropriate permissions, account connections, app review, or business verification. Permission names and requirements can change between API products and versions.

Protected configuration

  • Store Meta app credentials, access tokens, signing secrets, and API versions in Martini secrets or protected environment configuration.
  • Use the narrowest permissions required for each workflow and separate development and production credentials.
  • Do not place tokens in workflow source code or ordinary application logs.
  • Validate webhook verification and request-signing requirements where applicable.

Operational considerations for Instagram Graph API integrations

API limits and pagination

Meta applies usage and rate limits that vary by app, account, endpoint, and API product. Implement bounded retries, exponential backoff, concurrency controls, and scheduled synchronization where appropriate. Follow cursor-based pagination instead of assuming one request returns all resources.

Idempotency and asynchronous processing

Persist source content IDs, webhook event identifiers, Instagram Media IDs, and workflow checkpoints. Model media-container creation, processing, and publication as separate stages so retries do not create duplicate content or cases.

Versioning and data governance

Graph API versions, fields, permissions, response structures, and supported object types can change. Store the version in environment configuration, test upgrades, map only required fields, and define retention, deletion, access-control, and audit policies for Comments, Users, Messages, Media, and Insights.

  • Validate media URL accessibility, format, dimensions, file size, and content type before publishing.
  • Separate authentication, permission, validation, rate-limit, transient, and object-availability failures.
  • Use monitoring, structured correlation identifiers, and manual-review or dead-letter paths for unrecoverable failures.

Why use Martini instead of scripts or point-to-point integrations?

Centralized orchestration

Martini coordinates Meta Graph API calls, webhook intake, media-processing status checks, scheduled reconciliation, and downstream writes in workflows rather than scattering logic across scripts.

Reusable integration assets

Martini can expose controlled APIs for internal applications, reuse authentication and transformation logic, and maintain consistent mappings and business rules across publishing, moderation, analytics, and CRM processes.

Operational reliability

  • Apply pagination, retries, backoff, idempotency, validation, and error routing consistently.
  • Keep tokens and environment-specific settings outside workflow source code.
  • Support real-time notification handling together with scheduled reconciliation for selective webhook coverage.
  • Provide a maintainable boundary between Instagram's versioned API and enterprise data models.

Frequently asked questions

How can Instagram Graph API be integrated with enterprise systems?

Instagram Graph API integrates through Meta Graph API HTTPS requests that return JSON resources for eligible professional accounts, Media, Comments, Insights, publishing operations, and selected messaging capabilities. Selected webhook notifications can trigger workflows, while scheduled API retrieval supports reconciliation and analytics synchronization.

Can Martini integrate with Instagram Graph API?

Yes. Martini can consume Instagram Graph API REST-style endpoints, receive selected Instagram webhook notifications through an API or workflow trigger, orchestrate content publishing, map JSON data, and synchronize permitted resources with enterprise applications. A dedicated native Martini connector is not documented in the supplied materials.

Do I need a connector to integrate Instagram Graph API with Martini?

No. A dedicated Instagram connector is not required. Martini can use Instagram's confirmed native mechanisms, including Meta Graph API HTTPS requests, selected webhook notifications, content-publishing operations, authentication tokens, and scheduled synchronization workflows.

Is there any extra Lonti cost to integrate Instagram Graph API with Martini?

Lonti does not charge an additional per-connector or per-vendor fee to integrate Instagram Graph API with Martini. The integration is subject to the provisioned capacity of the Martini environment. Separate costs may apply from Meta, cloud infrastructure, or other third-party systems based on subscription, usage, and deployment model.

Which Instagram Graph API integration methods should an enterprise use?

Use Meta Graph API REST-style requests for account, Media, Comments, Insights, publishing, and other permitted operations. Use selected webhooks for event-driven processing, scheduled workflows for reconciliation and analytics, and operation-specific batch or asynchronous processing only where appropriate. Instagram GraphQL and SOAP APIs are not confirmed or supported in the supplied research.

Are Instagram webhooks available for enterprise integrations?

Instagram supports webhook-style notifications for selected events and fields, including certain comment, mention, and messaging activity. Coverage is not universal, so Martini should validate requests, deduplicate events, retrieve current resource state, and supplement notifications with scheduled reconciliation where necessary.

How does Martini synchronize and transform Instagram data?

Martini can retrieve paginated JSON resources, normalize Instagram identifiers and timestamps, map Media, Comments, Insights, and account data to a canonical model, apply business and privacy rules, and write the results to systems such as CRMs, service platforms, warehouses, or reporting databases. Checkpoints and source identifiers support repeatable synchronization.

How are errors, retries, and duplicate events handled?

Workflows should distinguish expired tokens, missing permissions, unsupported accounts, invalid media, processing failures, rate limits, transient API errors, and unavailable objects. Martini can apply bounded retries and backoff, persist event or content identifiers for idempotency, route unrecoverable failures for review, and monitor workflow outcomes. Media publication retries should avoid recreating an operation that may already have succeeded.

Related Martini documentation

APIs

Events

Workflows

Security

Operations

Connect Instagram Graph API with Martini

Use Martini to build maintainable Instagram Graph API integrations for publishing, webhook-driven engagement workflows, Insights synchronization, and enterprise data orchestration.

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