Ship data with confidence

The shift-left data governance layer built for coding agents.

Supercargo lets your coding agents rapidly build and maintain source systems at scale without breaking data products or disrupting downstream operational pipelines and analytics.

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project-id: planet-express/
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Coding Agent
Source System
type User struct
ID
ENTITYuuid.UUID
"550e8400-e29b-41d4-a716-446655440000"
AccountId
CONSTRAINT: > 0int
10924
Email
PIIstring
"john.doe@example.com"
go://github.com/planet-express/core/user
Supercargo
Validation
Federation
Pseudonymization
Analytics Agent
BigQuery
table user
id
STRING
"550e8400-e29b-41d4-a716-446655440000"
account_id
INT64
10924
email
STRING
"8f4e2b0...e1a91"
planet-express.core.user

We trace the impact of every structural, logical, and semantical change from the application's source code directly down to your final destination table. Supercargo illuminates the black box of data integration, maintaining strong PII protection across every jump.

The Cost of Fragility

Modern data stacks are robust, but the ingestion pipelines connecting them to upstream software are built on hope.

01 The Engineering Nightmare

Upstream software engineers change an ID to a UUID string, silently breaking downstream pipelines. Dashboards can tolerate some drift, but your automated operational flywheels and dynamic pricing models fail instantly. Data quality is now an uptime requirement.

02 The Security Risk

Cleartext PII accidentally leaks into the data warehouse, creating an immediate GDPR compliance nightmare. Fulfilling a simple Data Subject Access Request (DSAR) or "Right to be Forgotten" suddenly requires expensive, full-table scans across hundreds of terabytes of historical data.

03 The Central Bottleneck

Your central data team is completely overwhelmed. It is structurally impossible to hire enough data engineers to hand-hold 10+ decentralized product teams. This centralized bottleneck kills engineering velocity and delays critical business initiatives.

04 Agentic Acceleration

Coding agents edit source systems at unprecedented velocity, multiplying breaking schemas. Meanwhile, downstream analytics agents hallucinate or fail entirely when the data layer lacks deterministic, machine-readable semantics and SLA guarantees.

The Automated Guard

A comprehensive safety gate integrated into your CI/CD. Blocks breaking changes to source code DTOs by validating against authoritative contracts.

models/user.go
123456
type User struct { ID uuid.UUID
Acct int
Acct string
Email string }

code

Developers modify source code structs as usual. Supercargo extracts deterministic contracts directly from the source code.

>_ GitHub Actions
$supercargo check
[INFO] Analyzing AST...
[FAIL] Breaking change!
→ 'Acct' changed to string
→ Violates contract
exit status 1

check

Our CLI runs automatically in your CI/CD pipeline, analyzing every PR to validate structural, logical, and semantical changes against authoritative contracts.

supercargo / schema-check
Failing after 12s — Breaking schema change detected in core.users
Impact PreventedExecutive_KPI Dashboard
BLOCKED

block

Breaking changes are blocked before they merge. Downstream dashboards and ML models are protected from structural, logical, and semantical regressions.

Building blocks over frameworks

Four steps to guarantee unshakeable data integrity and absolute security.

01 // AST Extraction

Code-First Contracts

Deterministic contracts built from Go, Python, or Java structs automatically. YAML also supported.

02 // The Sentinel

CI/CD Enforcement

Runs in GitHub Actions. Rejects breaking schema changes before code is merged.

03 // Real-Time Gateway

Zero-Knowledge Ingestion

PII is structurally swapped for Sovereign Tokens on the fly. Cleartext never lands in BigQuery.

04 // Stakeholders

Bidirectional Visibility

Metadata ensures both human stakeholders and analytics agents stay aligned and informed.

Trust by Design

Bring Your Own Cloud

Your data never leaves your VPC. Guaranteed 100% privacy for your raw data.

Infrastructure as Code

Enterprise DevOps can manage and deploy gateways via the Supercargo Terraform provider.

Serverless & Decoupled

Engineered for absolute reliability, auto-scaling for petabyte workloads efficiently.

RS

A Message from the Founder

Robert Sahlin

Data Platform Engineering Manager

MathemEpidemic SoundNordnetTele2BonnierVing
MathemEpidemic SoundNordnetTele2BonnierVing
"I've spent years building data platforms across extensive GCP environments. Supercargo isn't built on theory; it's the exact architectural solution I needed to structurally prevent data incidents, enable distributed ownership, and automate the provisioning and operations of data products. With 9 out of 10 data breakages originating from upstream source systems, we are finally tearing down the 'Invisible Wall' between software and data engineering."