For Integration Leads, Systems Architects, and Technical RevOps

Two CRMs. Two hundred fields. One unified view

Syntaxia maps disparate CRM schemas in place and produces consolidated reporting without a migration project. Connect inherited systems, resolve entities, and deliver the unified view leadership needs.

The Problem

Integration pressure is high, migration timelines are unrealistic

Teams inherit fragmented systems and are expected to deliver consolidated visibility immediately.

The Field Mapping Grind

Company A uses Salesforce with custom fields and a bespoke object model. Company B uses HubSpot with a different structure and naming conventions. Your job is to make these systems produce one set of numbers. So you open a spreadsheet, map fields by hand, and spend months in VLOOKUP purgatory. When you are done, the mapping is brittle: rename one field and three reports break.

The Identity Problem

The same customer appears as JP Morgan in one system, JPMorgan Chase in another, and JPMC in a third. There is no universal identifier across systems, so deduplication means string matching and hoping for the best. Every duplicate that slips through means double outreach, broken attribution, and inflated pipeline counts. Every false positive merge means lost data and angry reps.

The Automation Minefield

Both systems have years of accumulated automation: workflow rules, process builders, Zapier connections, custom triggers. Nobody fully understands all of them. Every schema change risks triggering automation you did not know existed, sending emails that should not be sent, updating fields that should not be touched, or breaking integrations that feed other systems.

The Solution

How Syntaxia Collapses the Integration Timeline

Syntaxia does not move your data. The source systems stay exactly where they are.

Map Both Schemas. Touch Neither System

Syntaxia connects to each CRM through standard integrations and reads the schema: objects, fields, relationships, picklist values. It maps them into a single unified model where Account in Salesforce and Company in HubSpot resolve to one entity type with reconciled field definitions.

You define the mapping once. Syntaxia maintains it. When someone renames a field or adds a custom property in either system, Syntaxia detects the drift and flags it before it breaks anything downstream. No more brittle, hand-maintained mapping spreadsheets.

Automated Schema Discovery · Bidirectional Field Mapping · Schema Drift Detection

Salesforce Org

Account.Name

Account.Industry

Account.AnnualRevenue

Account.Custom_Segment__c

→→→→

HubSpot Instance

company_name

industry_type

revenue

segment (drift detected)

Unified Model: Company.name · Company.industry · Company.revenue · Company.segment

Beyond String Matching. Actual Identity Resolution

JP Morgan in Salesforce, JPMorgan Chase in HubSpot, and JPMC in a CSV import are the same company. But Acme Corp in Atlanta and Acme Corp in London are not. Simple string matching cannot tell the difference.

Syntaxia resolves entities using context: domain, location, employee count, contact overlap, deal history, and system provenance. Every match surfaces its confidence score and the specific signals that informed it. You review the matches, accept or reject, and build the golden record with full lineage back to each source.

Nothing merges without your approval. Every decision is documented and reversible.

Multi-Signal Entity Resolution · Confidence Scoring · Reversible Golden Record Construction

Salesforce

JP Morgan

jpmorgan.com · New York, NY · 250K employees

HubSpot

JPMorgan Chase

jpmorgan.com · New York, NY · 250K employees

97% confidencedomain · location · employee count

MergeRejectFlag for Review

The Model Stays Current, Automatically

Traditional integration projects produce a point-in-time export. The moment it is done, it starts going stale. New records enter both systems. Fields get updated. The mapping drifts.

Syntaxia's unified model is live. It stays synchronized with every connected source. New records are automatically mapped and resolved. Field changes are detected and handled. The consolidated view is always current, not a snapshot from last month's integration sprint.

If a source system changes in a way that affects the model, Syntaxia flags it for your review rather than silently breaking reports.

Continuous Synchronization · Real-Time Model Updates · Change Detection and Alerting

Traditional Integration

100% accuracy -> ~60% over time

With Syntaxia

100% accuracy -> ~98% with drift detection + auto-resolution

Trace Any Number Back to Its Source System

Every record in the unified model carries its complete provenance. Which source system contributed which fields. When each value was last updated. Which entity resolution rule matched it. What the original values were before reconciliation.

When a number looks wrong in a report, you do not need to dig through two CRMs and a spreadsheet to figure out what happened. Click the record. The lineage unfolds. Every field, every source, every change.

Record-Level Source Attribution · Field-Level Provenance · Full Change History

JPMorgan Chase

Golden Record · 3 source systems

Name: JPMorgan Chase · HubSpot selected over JP Morgan/JPMC

Industry: Financial Services · Salesforce confirmed by HubSpot

Revenue: $130B · Salesforce (HubSpot delta flagged)

Primary Contact: Jane Smith · 2 email addresses consolidated

Outcomes

What Changes

The practical results of having a live unified model instead of a brittle, hand-maintained integration.

What you get

Integration Timeline Measured in Weeks
The field mapping grind that takes months by hand collapses to days with automated schema discovery and mapping. Entity resolution that would take weeks of manual deduplication runs in hours with human-in-the-loop review. You deliver the unified view in weeks, not quarters.
Mappings That Do Not Rot
Traditional integration mappings are brittle: static spreadsheets that go stale the moment someone adds a field. Syntaxia's model is live. It detects schema changes, flags drift, and maintains mapping integrity automatically. The integration you build today still works six months from now.
Clean Deduplication Without the Risk
Every entity resolution decision is documented, scored, and reversible. Full downstream dependency analysis before any merge. Time Machine rollback if something goes wrong. You clean the data with confidence instead of fear.
AI-Ready Foundation from Day One
The unified model supports reporting and AI execution. It gives AI agents clean, consistent, well-defined data they can query directly. Forecasting, lead scoring, and pipeline analysis work across both systems from the moment the model is live. No separate data cleanup project required.

The Experience

What Day 15 Looks Like

You just closed an acquisition. The operating partner wants consolidated pipeline by end of month. Here is how it plays out.

Day 1: You connect the acquired company's HubSpot instance to Syntaxia alongside your existing Salesforce org. The schema discovery begins automatically.

Day 3: Syntaxia presents its proposed field mapping. 80% of the fields auto-mapped based on name similarity, data type, and usage patterns. The remaining 20% are flagged for your review. You spend two hours refining the mapping, not two months.

Day 5: Entity resolution runs across both systems. Syntaxia identifies potential duplicate accounts and contacts with confidence scoring and reasoning. You review high-confidence matches first, approve in batches, and flag edge cases for manual review.

Day 10: The unified model is live. Pipeline data from both systems flows into one consolidated view. The operating partner can see combined pipeline for the first time.

Day 15: The board meeting happens. The consolidated pipeline number is on screen. It is traceable, auditable, and current. Trust questions drop because they can click any number and see exactly where it came from.

You just did in two weeks what normally takes two quarters.

Additional Personas

Revenue Leadership Revenue Operations Portfolio Operations Financial Operations

Next Step

Ship the Integration. Not the Migration

See how Syntaxia maps disparate CRM schemas in place and delivers consolidated reporting without a migration project.

If you are staring at two CRM orgs that need to produce one set of numbers, we should talk.

Request a demo See How It Works

Questions? Reach out directly: contact@syntaxia.com. We respond within 12 business hours.