Data Engineering & Integration

Data and dashboards for businesses running on scattered systems

We connect your CRM, inventory, email and operations data into one warehouse, build the dashboards leadership uses every week, and add forecasts on top.

See Benchmark case study
You're here because…

Does this sound like your team?

“Every location or team reports numbers differently”

“Data lives in a DMS, CRM, spreadsheets and inboxes”

“Reports take days to put together and are out of date on arrival”

“You want AI, but your data is not ready for it”

Proof from this service
What's included

What you get with Data Engineering & Integration

  • Source inventory and KPI definitions
  • Data pipelines and integrations
  • Cloud data warehouse
  • BI dashboards and scheduled reports
  • Data quality checks and alerts
  • Demand and sales forecasting
  • Email and document data extraction
  • Documentation and handover
Free resource · Spreadsheet

KPI Definition Workbook

Agree on one version of every number before you build dashboards.

How we deliver

Phases, timelines and what you receive

1-2 weeks

Discover

Source inventory, KPI definitions, data model

4-8 weeks

Build

Pipelines, warehouse and first dashboards

3-6 weeks

Model

Forecasts, ML models and alerts

Monthly

Operate

Monitoring, new sources and reports

Decision gates

What we measure before Go / Adjust / Stop

Every phase ends with a decision based on numbers agreed at the start.

Accuracy

numbers match your source systems

Freshness

data arrives as often as decisions need it

Adoption

the people who need the dashboard use it

Forecast error

measured against actuals each period

Talk to an engineer

Get a plan for Data Engineering & Integration

A few fields, no sales script. We reply within 1 business day with next steps.

Quick enquiry

RegardingData Engineering & Integration

What do you need? Select one or more

We reply within 1 business day.

Who's on the team

Senior people, named roles

Data Engineer

Pipelines, warehouse and data quality.

Analytics Engineer

KPI models and dashboards.

ML Engineer (on demand)

Forecasting and predictive models.

Tech stack

What we build with

Stack
PythonPostgresBigQuerydbtMetabasePower BI
Industries

Industries we deliver this for

How to start

Ways to work with us

Every project gets a written quote after a short scoping call.

Fixed-scope project

Clear scope and timeline. Scope agreed before code starts; change requests quoted separately.

Dedicated team / AI Pod

Evolving roadmap or AI systems in production. Monthly, scale up or down with notice.

Support & maintenance retainer

Live products that need fixes, updates, monitoring and small features each month.

What we avoid

Who this is not for, and what we won't do

  • We don't build dashboards before KPI definitions are agreed
  • We don't hide data quality problems behind charts
Testimonials

What clients say

“Working with the Bit & Bytes team on our CRM data automation project was an excellent experience. The team understood our requirements clearly, transformed complex email data into meaningful insights, and delivered a reliable backend solution that significantly improved our workflow.”
D
Dan
Benchmark
“Bit&Bytes Team quickly understood our goals on SEO assistant project and implemented complex machine learning features with precision. there communication were clear, delivery was timely, and the overall collaboration was smooth and efficient. We're very satisfied with the results and would definitely work with them again.”
S
Shaked
Breevy.ai
“We collaborated with Bit&Bytes team on the development of YourList, our real estate and investment networking platform. From the very beginning, they demonstrated a deep understanding of both the technical stack and the business vision behind the product. They helped us shape the MVP, ensuring smooth integration between backend and frontend. Throughout the process, they were proactive, detail-oriented, and always committed to delivering on time. Working with them seamless and highly productive, they truly went above and beyond to make the project a success.”
JC
Jay Crouch
YourList
“Working with Bit&Bytes Team on RingX was seamless. They delivered a secure, user-friendly solution with great attention to detail and professionalism throughout the project.”
D
Daniel
RingX
FAQ

Frequently asked questions

Straight answers on cost, timelines, ownership and data.

Most CRMs, dealership management systems, e-commerce platforms, ERPs and anything with an API or export. Email data can be parsed too.

We work with your existing tool (Power BI, Looker, Metabase) or recommend one based on budget.

Usually 4-6 weeks for the first live dashboard on real data.

Next step

Ready to talk about Data Engineering & Integration?

Book a short call with a senior engineer. No pitch deck, just a clear next step.

  • We reply within 1 business day.
  • NDA available on request
  • You own all code from day one

Book a data review

What do you need? Select one or more

We reply within 1 business day.