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Data warehouse ⇄ Human resources

Azure Synapse Analytics to D2l Brightspace integration — real-time, two-way sync

Keep Azure Synapse Analytics and D2l Brightspace 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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Why teams connect Azure Synapse Analytics and D2l Brightspace

Land the people and organization records from D2l Brightspace in Azure Synapse Analytics as live tables for workforce reporting, without extract jobs, and write computed results back where D2l Brightspace can use them.

Workforce data is some of the most requested data in the warehouse and some of the most awkward to move: the record types are many, the fields carry sensitive personal information, the APIs are strict, and hand-built extract jobs go stale or break quietly. Whether D2l Brightspace is the system of record for employees and payroll, for candidates and applications, or for learners and course completions, the reporting belongs in Azure Synapse Analytics next to everything else the company measures.

Stacksync syncs Grades, Content (Modules, Topics, and User Progress), Quizzes, Assignments (Dropbox) from D2l Brightspace into tables in Azure Synapse Analytics continuously, handling API limits and schema drift as they come. The connection is bi-directional, so values computed in Azure Synapse Analytics, such as headcount rollups, cost allocations, or attrition risk flags, can be written back to fields in D2l Brightspace where the HR team acts on them. You configure which records and fields cross over, and in which direction, instead of maintaining pipeline code.

Common use cases

  • 01 Load CRM and ERP records into Synapse dedicated SQL pool tables for enterprise reporting.
  • 02 Publish warehouse aggregates (account health scores, LTV) from Synapse back into operational tools like a CRM.
  • 03 Provision Org Units such as course offerings and sections, then enroll learners from an operational database when a cohort or class is created upstream.
  • 04 Pull Content user progress and Quiz attempt results into a Postgres warehouse for engagement and completion analytics.

Common sync patterns

HR data in the warehouse, minus the pipeline

People and organization records from D2l Brightspace arrive in Azure Synapse Analytics as queryable tables, current within seconds instead of a day behind, replacing hand-built extract jobs.

Headcount and cost joined with everything else

Analysts combine D2l Brightspace's workforce records with finance, product, or operational data already in Azure Synapse Analytics for reporting the HR system cannot produce on its own.

Fresh data instead of last night's load

Because changes stream continuously, reports query current workforce data rather than waiting for an overnight load window to finish.

What you can sync between Azure Synapse Analytics and D2l Brightspace

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.

Azure Synapse Analytics objects D2l Brightspace objects How this pairing syncs
Tables (dedicated SQL pool) Distributed warehouse tables that serve as sync destinations for analytics workloads. Assignments (Dropbox) Dropbox folders, submissions, and feedback; submission and evaluation data is read into reporting systems and feedback can be written back. Tables (dedicated SQL pool) is specific to Azure Synapse Analytics and Assignments (Dropbox) to D2l Brightspace — each maps to any object or custom field on the other side.
External tables Tables over files in the data lake, queried through serverless SQL and often read-only in syncs. Groups and Sections Group categories, groups, and section membership within an org unit; enrollments are read and written to keep cohort assignments aligned. External tables is specific to Azure Synapse Analytics and Groups and Sections to D2l Brightspace — each maps to any object or custom field on the other side.
Views Curated projections used when downstream tools should not read base tables directly. Users User accounts in the Learning Platform (lp) component; created, read, updated, and deleted through the Valence API and typically synced two-way with an SIS or HRIS. Views is specific to Azure Synapse Analytics and Users to D2l Brightspace — each maps to any object or custom field on the other side.
Schemas Namespaces that separate staging, integration, and presentation layers. Enrollments Links between Users and Org Units; enroll/unenroll and batch-enrollment routes let rosters be written from an upstream system and read back for reporting. Schemas is specific to Azure Synapse Analytics and Enrollments to D2l Brightspace — each maps to any object or custom field on the other side.
Materialized views Precomputed aggregates that speed reads of frequently synced result sets. Org Units The org structure — course offerings, sections, departments, and semesters; read for hierarchy and created/updated to provision courses from a database. Materialized views is specific to Azure Synapse Analytics and Org Units to D2l Brightspace — each maps to any object or custom field on the other side.
SQL pools Dedicated or serverless compute contexts that determine how and where queries run. Grades Grade objects, categories, schemes, and per-user grade values in the Learning Environment (le) component; values can be read out and written back onto the gradebook. SQL pools is specific to Azure Synapse Analytics and Grades to D2l Brightspace — each maps to any object or custom field on the other side.

How changes propagate between Azure Synapse Analytics and D2l Brightspace

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.

Azure Synapse Analytics D2l Brightspace Interval-based propagation

DetectionStacksync polls Azure Synapse Analytics for changes on an incremental schedule, reading only records changed since the previous pass. Polling on watermark columns.

DeliveryEach detected change is written to D2l Brightspace through its API, with automatic retries and rate-limit backoff.

D2l Brightspace Azure Synapse Analytics Sub-second propagation

DetectionD2l Brightspace notifies Stacksync of record changes through webhook events. Polling Valence endpoints with date/bookmark filters, differential Brightspace Data Sets (BDS) bulk exports for changed rows via the Data Hub, and.

DeliveryEach detected change is applied to Azure Synapse Analytics as a row-level write, with types converted between the two schemas.

Rate-limit considerations

  • D2l Brightspace: Per-caller token-bucket credit scheme; each route costs credits, responses carry X-Rate-Limit-Remaining, and over-quota calls return HTTP 429. D2L can adjust per-route credit costs.
What ships with Azure Synapse Analytics ⇄ D2l Brightspace

Connect Azure Synapse Analytics and D2l Brightspace for flexible, real-time data sync.

Real-time sync, workflow automation, event queues, EDI, and monitoring, for every Azure Synapse Analytics–D2l Brightspace connection.

Real-time

Two-way sync

Changes in Azure Synapse Analytics or D2l Brightspace instantly reflect in both systems. No stale data, no manual imports.

No-code + pro-code

Workflow automation

Trigger automated workflows whenever Azure Synapse Analytics or D2l Brightspace 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 Azure Synapse Analytics or D2l Brightspace record.

Observability

Monitoring

Track your Azure Synapse Analytics ⇄ D2l Brightspace sync health, view errors, and replay failed events in one click.

Trading partners

EDI

Transform legacy EDI complexity into simple database interactions between Azure Synapse Analytics and D2l Brightspace.

How the Azure Synapse Analytics and D2l Brightspace connectors work

Azure Synapse Analytics

Integration surface
SQL wire protocol (TDS) with T-SQL for SQL pools; additional Spark and pipeline surfaces exist but syncs use the SQL endpoint
Authentication
SQL authentication or Microsoft Entra ID
Change detection
Polling on watermark columns; Synapse SQL pools do not expose log-based CDC for downstream consumers
Capabilities
read · write

D2l Brightspace

Integration surface
Brightspace (Valence) REST API split into independently-versioned Learning Platform (lp) and Learning Environment (le) components, plus the Data Hub / Data Export Framework and Brightspace Data Streams
Authentication
OAuth 2.0 authorization-code grant against the D2L auth service (auth.brightspace.com); a registered app holds a client ID and secret with per-scope grants (group:resource:action, e.g. users:userdata:read), short-lived access tokens, and refresh tokens
Change detection
Polling Valence endpoints with date/bookmark filters, differential Brightspace Data Sets (BDS) bulk exports for changed rows via the Data Hub, and Brightspace Data Streams webhooks (xAPI activity events) for near-real-time signals
Capabilities
read · write · webhooks
Rate limits
Per-caller token-bucket credit scheme; each route costs credits, responses carry X-Rate-Limit-Remaining, and over-quota calls return HTTP 429. D2L can adjust per-route credit costs.
D2l Brightspace setup guide
How it works

How to connect Azure Synapse Analytics to D2l Brightspace — 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 Azure Synapse Analytics and D2l Brightspace 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
    Azure Synapse Analytics connected
    D2l Brightspace connected
    OAuth 2.0
    SSH tunnel
    SSL certificate
    VPC peering
  2. 02

    Choose tables

    Pick the Azure Synapse Analytics and D2l Brightspace 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 · Azure Synapse Analytics ⇄ D2l Brightspace
    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
    Azure Synapse Analytics D2l Brightspace
    Company company_name text
    Email email text
    Amount amount numeric
    Created created_at timestamp
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FAQ

Azure Synapse Analytics and D2l Brightspace integration FAQ

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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.

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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

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