Discuss requirements

EXPLORE THE INFRASTRUCTURE

Data engineering consulting · managed data services

Your data infrastructure.
Built around you.

91crew designs, builds, and operates data pipelines and infrastructure around your systems — custom engineering and managed operations, not a forced stack.

02 · transform

Transformation

Clean, join, and validate data so what moves downstream is trustworthy and ready to use.

03 · store

Storage

Organized datasets structured for reuse — built around how your teams access and serve data.

04 · deliver

Delivery

Analytics-ready datasets for reporting, products, and downstream systems — fed by coherent pipelines.

05 · overview

One coherent infrastructure

Sources through delivery as one operable system — designed around your environment, with clear ownership and access.

Why teams hire 91crew

Common data infrastructure problems we solve

When data is fragmented, pipelines are fragile, or operations eat your capacity — we design solutions around the constraints you already have, not a generic stack that ignores them.

  • Fragmented data

    Information sits across databases, applications, APIs, and files with no reliable path into one place.

    → Data integration & ingestion
  • Manual workflows

    Teams spend time on handoffs, spreadsheet fixes, and one-off scripts instead of durable pipelines.

    → Pipeline automation
  • Unreliable pipelines

    Jobs fail quietly, break on change, or need constant rescue to keep data moving.

    → Reliability engineering
  • Complex infrastructure

    Storage, processing, and scheduling grow harder to understand and change safely.

    → Architecture & modernization
  • Operational overhead

    Keeping systems running consumes capacity that should go to product and insight.

    → Managed data operations
  • Hard to trust the data

    Inconsistent definitions and weak validation make analytics-ready data difficult to prepare.

    → Quality & validation

What we offer

Data engineering consulting & managed services

Hire 91crew for custom data engineering, ongoing managed data operations, or both. Scope, responsibilities, and access are agreed with each customer before work begins.

01 · PRIMARY

Data engineering consulting

Design, build, modernize, and optimize the pipelines, storage, and processing your business depends on.

Service details →
  • Data integration across databases, APIs, applications, and files
  • Data ingestion and pipeline development
  • Data transformation, processing, and modeling
  • Data storage design and analytics-ready datasets
  • Data quality, validation, and pipeline orchestration
  • Infrastructure modernization and optimization

Useful when you need a concrete build: new pipelines, modernization, or rescue of fragile estates.

02 · OPERATIONS

Managed data operations

Keep data pipelines and infrastructure reliable after go-live — with clear ownership and support expectations.

How retainers work →
  • Pipeline monitoring and maintenance
  • Failure investigation and troubleshooting
  • Freshness and quality checks
  • Execution and resource optimization
  • Infrastructure configuration and operational support
  • Ongoing improvements to existing workflows

Useful when your team needs sustained reliability without building a full operations function in-house.

03 · BESPOKE

Custom data solutions

When standard tools or a predefined product path fall short, we design and ship what fits your constraints.

Custom work →
  • Specialized ingestion and integration patterns
  • Workflow and orchestration around your systems
  • Infrastructure modernization under real constraints
  • Bespoke data applications and interfaces
  • Integrations that standard tools will not cover cleanly

Useful when technology choices, security boundaries, or domain workflows demand a tailored approach.

Engagement model

How we work

A simple loop, adapted to the engagement — not a rigid delivery ritual for every customer.

  1. Understand

    Requirements, existing systems, constraints, and what success looks like.

  2. Design

    An architecture that respects your infrastructure and access boundaries.

  3. Build

    Implement pipelines, processing, storage, and interfaces.

  4. Validate

    Confirm quality, reliability, and acceptance criteria before cutover.

  5. Deploy & support

    Ship into the agreed environment and operate when ongoing support is required.

Customer control

Your data. Your infrastructure. Our expertise.

Deployments are designed around agreed security requirements and controlled access. Ownership and operational responsibilities are established before we ship.

Designed around your environment

Solutions can be shaped to run inside customer-controlled environments where supported — respecting the infrastructure you already operate.

Agreed access boundaries

Access is limited according to permissions you define. We do not assume broad production access by default.

Clear ownership

Infrastructure and data ownership remain clearly defined. Engagement scopes state who operates what after delivery.

Minimize unnecessary movement

Where requirements allow, we design to avoid moving customer data beyond the environments you approve.

We design, build, and manage data solutions tailored to your business, your existing systems, and your requirements.

Fit over formula

Your requirements define the solution.

Every data environment is different. We work with your systems, constraints, and goals to design a solution that fits — without forcing a single stack on every engagement.

INTEGRATE

Custom integrations

Connect databases, APIs, and applications that standard connectors leave behind.

INGEST

Specialized ingestion

Incremental sync, CDC patterns, and domain-specific landing zones.

MODERNIZE

Infrastructure modernization

Upgrade storage, processing, and pipelines under real operational constraints.

AUTOMATE

Workflow automation

Orchestration and operational tooling around how your teams already work.

BUILD

Bespoke applications

Data apps and interfaces when product requirements go beyond the warehouse UI.

OPTIMIZE

Performance & cost

Right-size compute, storage, and schedules for reliability and spend.

Tell us what you need

Product direction

The evolving 91crew platform

Beyond consulting, we are progressively developing a platform vision that connects data ingestion, transformation, storage, delivery, orchestration, validation, monitoring, and intelligent data operations.

The ambition is to help teams understand their data environment, identify dependencies, investigate failures, improve execution, and coordinate more of the data lifecycle — safely and with clear ownership.

This is an evolving product direction. Consulting and managed services are available today. Platform capabilities ship when they are real — not when the marketing is ready.

Follow the platform

  • Ingestion
  • Transformation
  • Storage
  • Delivery
  • Orchestration
  • Validation
  • Monitoring
  • Operations
Illustrative vision Services live now

Answers

Frequently asked questions

What does 91crew do?

91crew is a data engineering consultancy and managed data services company. We design, build, and operate data pipelines and infrastructure tailored to your systems and requirements. An intelligent data platform is a longer-term product direction — follow progress on the waitlist.

What is data engineering consulting?

Data engineering consulting is expert help to design and build the pipelines, storage, transformation, quality checks, and orchestration that turn source data into trusted, usable datasets. 91crew delivers this as custom engineering around your existing infrastructure — not a one-size product install.

Do you force a standard technology stack?

No. Your requirements and existing systems define the solution. We respect current infrastructure and technology choices, and we design around agreed security and access boundaries.

How do 91crew engagements work?

Typically: Understand → Design → Build → Validate → Deploy & support. Many start with an assessment, then a scoped build, with optional managed operations afterward. Full detail is on services.

Can 91crew take over existing data pipelines?

Yes. Many engagements start by stabilizing pipelines you already have, then improving reliability, ownership, and operability over time.

Is the 91crew platform available as a product today?

Not as a finished product. The waitlist is for people who want updates as capabilities mature. Consulting and managed services are the live commercial offer.

Next step

Ready to discuss data engineering for your business?

Tell us about your data sources, existing systems, and the outcome you need. We will explore a data engineering or managed operations approach that fits your constraints.

crew@91crew.com — placeholder address while we finalize mail.