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ERP ⇄ AI

Microsoft Dynamics GP to Pinecone integration — real-time, two-way sync

Keep Microsoft Dynamics GP and Pinecone in sync without custom scripts. Cut weeks of integration work, eliminate silent data drift, and give your team a single, reliable source of truth.

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Adopted by fast-scaling companies moving mission-critical data in real time

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Why teams connect Microsoft Dynamics GP and Pinecone

Ground Pinecone on the customers, suppliers, items, and transactions that live in Microsoft Dynamics GP, and write the classifications, scores, and extracted fields Pinecone produces back onto those records in real time.

An AI system does not keep customers, orders, or invoices the way an ERP does. What it keeps is derived: the vectors and metadata in a store, or the classifications, extracted fields, and generated text a model produces over records it was handed. Microsoft Dynamics GP is where those source records actually live, across finance, operations, procurement, and inventory, and that data usually stays behind a strict API with many record types. Whatever Pinecone produces, whether a category, a risk flag, an extracted value, or an embedding, only earns its keep when it lands back on the record in Microsoft Dynamics GP where the business is run.

Stacksync connects Namespaces, Collections, Backups, Index statistics in Pinecone with Inventory Items (IV), GL Accounts & Journal Entries, Receivables & Payables Transactions, Company Databases in Microsoft Dynamics GP and keeps the two sides in sync in real time. Inventory Items (IV), GL Accounts & Journal Entries, Receivables & Payables Transactions, Company Databases from Microsoft Dynamics GP replicate into Pinecone continuously, so retrieval, classification, and reasoning run against current ERP records instead of last night's extract, and the fields Pinecone generates sync back onto the matching record in Microsoft Dynamics GP. Mapping is field-level, matching is on identifiers you choose, and Stacksync handles the ERP's API limits and schema drift, so there is no extraction pipeline to build or babysit.

Because every AI-side item carries the key of the record it came from, results always resolve to the right customer, supplier, or transaction. Pinecone reasons over the business as it actually is within seconds of a change, and the people running operations act on model output where they already work, without exporting a file or logging into a second system.

Common use cases

  • 01 Keep a Pinecone index aligned with a source of truth (a product catalog, knowledge base, or CRM) so new, changed, and deleted records upsert and delete the matching vectors.
  • 02 Two-way sync vector metadata between Pinecone and an operational database so filters and tags stay aligned on both sides.
  • 03 Run continuous sync between GP and a replacement cloud ERP during migration.
  • 04 Replicate GP company databases into a warehouse for financial and operational reporting.

Common sync patterns

Derived fields back on the record

Categories, scores, or extracted values produced in Pinecone sync onto the matching record in Microsoft Dynamics GP, where operations and finance teams see and act on them without leaving the ERP.

Continuous freshness, no reload

As records are created or corrected in Microsoft Dynamics GP, the copy held in Pinecone updates within seconds, so the model side never reasons over stale ERP data.

One consistent identity across both systems

A customer, supplier, item, or transaction in Microsoft Dynamics GP maps to the corresponding entry in Pinecone, so every AI result attaches to the right entity on both sides.

What you can sync between Microsoft Dynamics GP and Pinecone

Representative objects on each side — any object or custom field can map to any target. Schemas are auto-detected; types are converted between the two systems.

Microsoft Dynamics GP objects Pinecone objects How this pairing syncs
Company Databases Per-company SQL databases that define the scope of any sync. Vectors (records) The core data: an id (up to 512 chars), a dense values array, optional sparse_values, and JSON metadata (up to 40 KB filterable per record). Full CRUD on the data plane via upsert, update, fetch, query, and delete, so write is supported here. Company Databases is specific to Microsoft Dynamics GP and Vectors (records) to Pinecone — each maps to any object or custom field on the other side.
Customers Receivables master records (RM tables) synced with CRMs and billing tools. Namespaces Partitions inside an index; every read and write targets one namespace and vectors across namespaces are isolated. Enumerated with list_namespaces and sized per namespace via describe_index_stats. Customers is specific to Microsoft Dynamics GP and Namespaces to Pinecone — each maps to any object or custom field on the other side.
Vendors Payables master records aligned with procurement and AP automation. Collections Immutable snapshots of a pod-based index that store its data but not its definition; created, listed, and deleted on the control plane and used to recreate a pod-based index. Serverless indexes use Backups instead. Vendors is specific to Microsoft Dynamics GP and Collections to Pinecone — each maps to any object or custom field on the other side.
Sales Documents (SOP) Quotes, orders, and invoices created via eConnect from web or CRM orders. Backups Point-in-time snapshots of a serverless index; created, listed, and restored into a new index on the control plane for recovery or cloning. Read as a recovery-asset inventory. Sales Documents (SOP) is specific to Microsoft Dynamics GP and Backups to Pinecone — each maps to any object or custom field on the other side.
Purchase Orders (POP) Procurement documents reconciled with receiving and vendor systems. Index statistics Describe_index_stats returns total and per-namespace vector counts, the index dimension, and index fullness; read to size a sync and to detect drift between Pinecone and the source of truth. Purchase Orders (POP) is specific to Microsoft Dynamics GP and Index statistics to Pinecone — each maps to any object or custom field on the other side.
Inventory Items (IV) Item master and quantity data mirrored to ecommerce and planning systems. Indexes Serverless or pod-based containers holding vectors of a fixed dimension and distance metric (cosine, dotproduct, euclidean); managed on the control plane (api.pinecone.io) via create, list, describe, configure, and delete. describe_index returns the per-index data-plane host. Inventory Items (IV) is specific to Microsoft Dynamics GP and Indexes to Pinecone — each maps to any object or custom field on the other side.

How changes propagate between Microsoft Dynamics GP and Pinecone

Each direction of the sync is driven by what the source system can signal and what the destination accepts — detection, delivery, and expected latency below.

Microsoft Dynamics GP Pinecone Sub-second propagation

DetectionChanges in Microsoft Dynamics GP are captured at the source via change data capture — no polling loop against its API. SQL Server change tracking or log-based CDC on the company database, or polling on row timestamps.

DeliveryEach detected change is written to Pinecone through its API, with automatic retries and rate-limit backoff.

Pinecone Microsoft Dynamics GP Interval-based propagation

DetectionStacksync polls Pinecone for changes on an incremental schedule, reading only records changed since the previous pass. No webhooks and no native change-data-capture feed.

DeliveryEach detected change is applied to Microsoft Dynamics GP as a row-level write, with types converted between the two schemas.

Rate-limit considerations

  • Pinecone: Data-plane operations are capped per second: query, upsert, update, and delete at 100 req/s per namespace, fetch at 100 req/s per index, and list at 200 req/s per index; breaches return HTTP 429. Hard request limits also apply: an upsert is max 2 MB or 1000 records, metadata max 40 KB per record, and query top_k up to 10,000 with a 4 MB result cap.
What ships with Microsoft Dynamics GP ⇄ Pinecone

Connect Microsoft Dynamics GP and Pinecone for flexible, real-time data sync.

Real-time sync, workflow automation, event queues, EDI, and monitoring, for every Microsoft Dynamics GP–Pinecone connection.

Real-time

Two-way sync

Changes in Microsoft Dynamics GP or Pinecone instantly reflect in both systems. No stale data, no manual imports.

No-code + pro-code

Workflow automation

Trigger automated workflows whenever Microsoft Dynamics GP or Pinecone data changes, update records, fire webhooks, or kick off sequences without brittle API scripts.

At scale

Event queues

Handle millions of events per minute without losing a single Microsoft Dynamics GP or Pinecone record.

Observability

Monitoring

Track your Microsoft Dynamics GP ⇄ Pinecone sync health, view errors, and replay failed events in one click.

Trading partners

EDI

Transform legacy EDI complexity into simple database interactions between Microsoft Dynamics GP and Pinecone.

How the Microsoft Dynamics GP and Pinecone connectors work

Microsoft Dynamics GP

Integration surface
SQL Server database access plus the eConnect stored-procedure API; Web Services for GP on some deployments
Authentication
SQL Server credentials or Windows authentication
Change detection
SQL Server change tracking or log-based CDC on the company database, or polling on row timestamps
Capabilities
read · write · CDC

Pinecone

Integration surface
Two HTTP APIs: a control plane at api.pinecone.io (manage indexes, collections, backups, and, via the Admin API, projects and API keys) and a per-index data plane at the host returned by describe_index (upsert, query, fetch, update, delete, list). A gRPC data-plane transport is available through the official SDKs.
Authentication
API key in the Api-Key request header, scoped to one project; every request also sends an X-Pinecone-Api-Version header (date-based, e.g. 2025-10). The organization Admin API instead uses OAuth2 client-credentials (service accounts) via login.pinecone.io/oauth/token, passing a Bearer token to api.pinecone.io/admin (Enterprise).
Change detection
No webhooks and no native change-data-capture feed. Vectors carry no server-side update timestamp, so Stacksync detects changes by re-reading - paginating vector ids with the list operation (serverless indexes) and fetching by id, or by re-upserting from the source of truth. describe_index_stats bounds a resync with per-namespace counts.
Capabilities
read · write
Rate limits
Data-plane operations are capped per second: query, upsert, update, and delete at 100 req/s per namespace, fetch at 100 req/s per index, and list at 200 req/s per index; breaches return HTTP 429. Hard request limits also apply: an upsert is max 2 MB or 1000 records, metadata max 40 KB per record, and query top_k up to 10,000 with a 4 MB result cap.
How it works

How to connect Microsoft Dynamics GP to Pinecone — three steps, no code

Configure and sync within minutes, no code. Whether you sync 50k or 100M+ records, Stacksync handles the queues, infra, and plumbing. Integrations are non-invasive and need zero setup on your systems.

  1. 01

    Connect your apps

    Authenticate Microsoft Dynamics GP and Pinecone with each platform's native method — OAuth, API keys, or service accounts — plus secure options like SSH tunneling, IP whitelisting, and VPC peering.

    • OAuth 2.0
    • SSH tunnel
    • VPC peering
    Microsoft Dynamics GP connected
    Pinecone connected
    OAuth 2.0
    SSH tunnel
    SSL certificate
    VPC peering
  2. 02

    Choose tables

    Pick the Microsoft Dynamics GP and Pinecone objects to sync — Stacksync auto-detects both schemas, including custom fields where the platform exposes them. Sync to existing tables, or let Stacksync create new ones with ideal data types.

    • Standard objects
    • Custom objects
    • Auto-schema
    objects · Microsoft Dynamics GP ⇄ Pinecone
    Customers 12,480
    Sales Orders 8,213
    Invoices 5,902
    Items 1,344
  3. 03

    Map fields

    Fields map automatically even when names and types differ. Stacksync handles transformation and type casting for you, zero configuration required.

    • Auto-map
    • Type casting
    • Transforms
    Microsoft Dynamics GP Pinecone
    Company company_name text
    Email email text
    Amount amount numeric
    Created created_at timestamp
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FAQ

Microsoft Dynamics GP and Pinecone integration FAQ

SECURITY

Security teams trust Stacksync

As a data company, we understand the importance of keeping your data secure. Stacksync is built with security best practices to keep your data safe at every layer, and is DPF-certified for US, EU, UK and CH data transfers.

Learn more about security
SOC 2 Type II
ISO 27001
HIPAA BAA
GDPR
CCPA
DPF US-EU-UK-CH
→ SECURITY WITH BENEFITS

SSO & SCIM

Let your users access Stacksync from your centralized user management systems. Works with Okta, Azure, Google SSO and more.

Alerts

Immediately get alerted about record syncing issues over email, Slack, PagerDuty and WhatsApp. Resolve issues from a centralized dashboard with retry and revert options.

Secure connection options

Securely connects to your systems with:

OAuth 2 SSH Tunnelling SSL certificates IP Whitelisting VPN gateway VPC peering and more

Related integrations

Every pair below is a real-time, two-way sync. Search all 478 integrations available for Microsoft Dynamics GP and Pinecone.

Popular · 7 of 478
All Microsoft Dynamics GP integrations All Pinecone integrations Browse all integrations
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