DATA ENGINEERING & ANALYTICS

Your data project isn't delivering the insight you were promised. We find out why — and fix it.

Data warehouses that nobody queries. Dashboards that answer last quarter's questions. Pipelines that break when the source system changes. We've been inside enough data projects to know exactly where they stall — and what it takes to get them moving.

"Working with Halcrow is just like working with internal teams — we treat them as our own employees. They integrated so well with our operations to give us the engineering resources and expertise we need to meet the growing demands of our business."

David Bu

CFO, Sonnel Hospitality

Free Diagnostic - Valued at $6,240

We've delivered data projects for 250+ organisations across Australia

CASE STUDIES

Recent Customer Success Stories

Acciona

Seven years inside a 7-kilometre tunnel under Sydney Harbour. Zero surprises.

+70%

Field crew productivity: +70% (faster mapping = more time on critical analysis)

+70%

Field crew productivity: +70% (faster mapping = more time on critical analysis)

Agilyx

Sprint variance at 45%. No scrum master. Offshore team not delivering. We deployed a product manager and delivery lead — embedded — and got them to 14% variance in 90 days.

14%

Sprint velocity variance (down from 45%+ pre-engagement)

14%

Sprint velocity variance (down from 45%+ pre-engagement)

Bovara

No engineering team. No platform. A hard deadline. We supplied the full build capability — 30 EV charging locations deployed inside business parks.

30 locations

Charging stations deployed within business parks

30 locations

Charging stations deployed within business parks

YOUR DIAGNOSTIC

We get inside your data project and tell you exactly what's causing the problem.

We embed directly in your team — however that works for you — reviewing your data architecture, pipeline health, and analytics capability to give you an honest picture of what's missing and what it would take to fix it.

Request a Free Diagnostic

Skills & Capability

The tools are set up, but no one's using them

We work with your data engineers, analysts, and business stakeholders — understanding where analytical capability is missing or misaligned, where the pipeline is breaking, and what's stopping the business from making decisions with the data it already has. We're not running a survey. We're reading the signals from inside the work.

Architecture & Systems

We review how your data actually moves: your ingestion layer, your transformation logic, your warehouse design, the gap between what's theoretically available and what a business user can actually query. We look at where the architecture was built for data teams instead of business outcomes.

Whatever dashboards or reports already exist were built to answer someone's question at some point. Whether they answer yours is a different matter entirely.

The Honest Read

A direct findings conversation. Every constraint named. Every recommendation ranked. No softening. If the problem is that you need data engineers you don't have, we tell you that. If the problem is that your warehouse was designed wrong from the start, we tell you that. If we're not the right fit to fix it, we tell you that too.

WHAT YOU LEAVE WITH

What you have after your AI Diagnostic

An honest read of exactly what's blocking your data project — from engineers who've built production data infrastructure across Snowflake, Redshift, BigQuery, dbt, and Databricks

A capability gap map — which data engineering skills are missing, which are present but misdeployed, which are blocked by something structural in the organisation

A ranked constraint list — the three things that, if fixed, would unlock the data value your project was supposed to deliver

A first-move recommendation — the single highest-leverage action, chosen because it unblocks everything else

Deployment options — if Halcrow is the right fit to supply the missing data capability, we'll outline exactly what that looks like

WHERE DATA PROJECTS STALL

You have more data than ever. You're making decisions with less confidence than you should be.

Most data projects don't fail at the technology layer. They fail at the question layer.

The warehouse gets built. The dashboards go live. Six months later, the dashboards answer the questions that were relevant when they were designed — not the questions leadership is asking now. The data team is busy maintaining pipelines. Nobody is close enough to the business to know what questions actually need answering.

Or the pipelines break when a source system changes, and nobody knows until a business user notices a number that doesn't add up.

Without engineers who are embedded in your business — not just your data infrastructure — it's very easy to spend a year building something technically correct that nobody uses.

Request a Free Diagnostic

WHERE DATA PROJECTS STALL

You have more data than ever. You're making decisions with less confidence than you should be.

Most data projects don't fail at the technology layer. They fail at the question layer.

Or the pipelines break when a source system changes, and nobody knows until a business user notices a number that doesn't add up.

Without engineers who are embedded in your business — not just your data infrastructure — it's very easy to spend a year building something technically correct that nobody uses.

Request a Free Diagnostic

WHERE DATA PROJECTS STALL

You have more data than ever. You're making decisions with less confidence than you should be.

Most data projects don't fail at the technology layer. They fail at the question layer.

Or the pipelines break when a source system changes, and nobody knows until a business user notices a number that doesn't add up.

Without engineers who are embedded in your business — not just your data infrastructure — it's very easy to spend a year building something technically correct that nobody uses.

Request a Free Diagnostic

CASE STUDIES

Recent Customer Success Stories

Request a Free Diagnostic

"Halcrow's process was a game changer."

Thomas Roper, Geotechnical Engineer

"The biggest shift wasn't the ceremonies. It was having someone in the room who'd seen this before and could say 'this is normal, here's how to handle it' instead of us panic-googling process solutions."

Jack Murray, Head of Engineering

“Halcrow didn’t just replace a spreadsheet. They embedded with our dispatch team, rode with drivers, and built around the real operational constraint: the driver–coordinator communication loop."

Ivan Lim, Chief Information Officer

"The workflow between the two teams was very positive."

Luke Schwigtenberg

“They did not come in with a big redesign pitch. They came in with a system for continuous improvement, and the results compounded.”

Kelvin Kenney, CEO

"Halcrow's process was a game changer."

Thomas Roper, Geotechnical Engineer

"Working with Halcrow has been a turning point for our business. In addition to bringing structure to the development work, we also benefitted from their insight in to emerging trends and technologies, as well as efficient and effective solutions."

Adrian Black

Founder & CEO

Adrian Black

Founder & CEO

"Have worked with the team at Halcrow for over 4 years, over multiple projects. Phenomenal team, and always a pleasure working with Sam and the crew!"

Wasif Kasim

CEO, Online Marketing Gurus

"Have worked with the team at Halcrow for over 4 years, over multiple projects. Phenomenal team, and always a pleasure working with Sam and the crew!"

Wasif Kasim

CEO, Online Marketing Gurus

"Since Halcrow became our website developer traffic to our site and conversions have increased substantially. Arcade offers a high standard of service and we can recommend them to any business looking for a reliable developer."

Sydney Cohen

Founder, Bow Wow Meow Pet Insurance

Sydney Cohen

Founder, Bow Wow Meow Pet Insurance

"The team at Halcrow are the best! Great communicators, clear processes and excellent project management make them a pleasure to work with."

Sze Wun Lau

Head of Delivery, ELGAS

"The team at Halcrow are the best! Great communicators, clear processes and excellent project management make them a pleasure to work with."

Sze Wun Lau

Head of Delivery, ELGAS

"Sam, Jackie and the whole Halcrow team are great. They've built some really cool tools for us and we look forward to working with them into the future."

Matthew Varidel

Data Engineer, FMCG Analytics

"Sam, Jackie and the whole Halcrow team are great. They've built some really cool tools for us and we look forward to working with them into the future."

Matthew Varidel

Data Engineer, FMCG Analytics

"Sam, Jackie and and the team are fantastic to work with. Knowledgeable and passionate in what they do, they always bring something extra to the table. Highly recommend."

Tim Verdon

Product Manager, TickedOff

"Sam, Jackie and and the team are fantastic to work with. Knowledgeable and passionate in what they do, they always bring something extra to the table. Highly recommend."

Tim Verdon

Product Manager, TickedOff

"Halcrow have supported us with the development of our inhouse database which has proven to be invaluable to the business!"

Rebekah Salamatou

Marketing Manager, Leading Childcare Provider

"Halcrow have supported us with the development of our inhouse database which has proven to be invaluable to the business!"

Rebekah Salamatou

Marketing Manager, Leading Childcare Provider

"Great engineering, have worked with Sam for a number of years. Very smart guys, detail orientated and deliver what they promised. Definitely recommend working with them."

Damir Pletikosa

Chief Marketing Officer, Dexion

"Great engineering, have worked with Sam for a number of years. Very smart guys, detail orientated and deliver what they promised. Definitely recommend working with them."

Damir Pletikosa

Chief Marketing Officer, Dexion

Objectives is what we measure

Request a Free Diagnostic

45%

Sprint variance at 45%. Salesforce migration stalling. First on-time delivery in 18 months.

Man in a blue t-shirt smiling confidently while standing against a light wall in sunlight

70%

Field crew productivity — Acciona Western Harbour Tunnel 7 years inside a 7km tunnel. Zero surprises.

Woman with blonde hair and glasses wearing a white blouse, softly lit against a brown wall

35%

Bow Wow Meow +35% CTR increase — first A/B test, Bow Wow Meow From 6–8 weeks per test to 5 days

Smiling man in a grey blazer and graphic tee, lit by window shadows on a beige wall

5 mths

Bovara Time to market — Bovara EV charging platform vs. 12–18 months typical for a custom build. 30 stations live at launch.

Man and woman standing side by side in sunlight, both wearing light collared shirts

45%

Sprint variance at 45%. Salesforce migration stalling. First on-time delivery in 18 months.

70%

Field crew productivity — Acciona Western Harbour Tunnel 7 years inside a 7km tunnel. Zero surprises.

35%

Bow Wow Meow +35% CTR increase — first A/B test, Bow Wow Meow From 6–8 weeks per test to 5 days

5 mths

Bovara Time to market — Bovara EV charging platform vs. 12–18 months typical for a custom build. 30 stations live at launch.

45%

Sprint variance at 45%. Salesforce migration stalling. First on-time delivery in 18 months.

70%

Field crew productivity — Acciona Western Harbour Tunnel 7 years inside a 7km tunnel. Zero surprises.

35%

Bow Wow Meow +35% CTR increase — first A/B test, Bow Wow Meow From 6–8 weeks per test to 5 days

5 mths

Bovara Time to market — Bovara EV charging platform vs. 12–18 months typical for a custom build. 30 stations live at launch.

"Halcrow took over an environment that was fragile and opaque, and made it resilient fast. We went from peak-season outages and failed checkouts to a full season of 100% uptime, with clear monitoring and alerts so we were never surprised."

Matt Goodall

Chief Executive Officer

"My team is good. I knew that. What I didn't know was what was getting in their way. Those are very different problems and Halcrow introduced us to the best solutions."

Tim Buric

Chief Technology Officer, Agilyx

"Our engineers really appreciated the immersion. Someone finally coming in who understood what they were dealing with and could translate it upward."

Ryan Leeder

Chief Technology Officer, Sticksecure

WHAT WE DO

We deploy data engineers and architects who build the pipelines your team doesn't have — from inside your project.

Whether you're on Snowflake, Redshift, BigQuery, or building on dbt — we have engineers who've been inside your stack before and know what production-grade data infrastructure looks like.

Request a Free Diagnostic

Data Engineering Deployment

The tools are set up, but no one's using them

Some clients come to us with pipelines that work in development and break in production. Some are starting from scratch and need an architect who can design the warehouse correctly before they're locked in. Some have a data team that's capable but missing the specific engineering depth to handle the scale they're operating at.

We assess the gap and deploy the right capability — data engineers, analytics engineers, architects — embedded in your project, working alongside whoever you already have, accountable for the outcome.

Analytics That Actually Gets Used

The business intelligence layer is where most data investments die. Dashboards that answer nobody's actual question. Self-service tools that nobody has been trained to use. We build the analytics layer around the decisions your leadership actually needs to make — not around what was in the requirements document.

Whatever dashboards or reports already exist were built to answer someone's question at some point. Whether they answer yours is a different matter entirely.

We Stay Until It Delivers

We don't diagnose and leave. Once we know what's missing, we can run the engagement — data engineers and analytics leads embedded in your team, responsible for getting the data infrastructure to a point where it's genuinely driving decisions. Not advising on how it should be done. Doing it.

DATA PLATFORMS

We've shipped data infrastructure across every major stack.

WHY IT WORKS

We've been inside enough data projects to know exactly where they stall — and why.

A data warehouse that nobody queries is just expensive infrastructure. We've seen every version of this problem — and we know how to find the real constraint fast.

Request a Free Diagnostic

We've been building technology for over 16 years — long enough to have seen every version of this problem in every industry, at every stage of a business' growth. We know what good AI adoption looks like and what wastes a year's worth of budget.

16 years

We've worked inside 250+ tech initiatives delivered for Product, HR, Marketing, Sales, Finance, and Operations teams.

250+

We've worked inside 250+ tech initiatives delivered for Product, HR, Marketing, Sales, Finance, and Operations teams.

250+

We've worked inside 250+ tech initiatives delivered for Product, HR, Marketing, Sales, Finance, and Operations teams.

250+

In business value created since 2010. The result of 16 years of getting the starting point right, and being honest when something isn't working.

$345M

In business value created since 2010. The result of 16 years of getting the starting point right, and being honest when something isn't working.

$345M

In business value created since 2010. The result of 16 years of getting the starting point right, and being honest when something isn't working.

$345M

WHAT OUR CLIENTS SAY

Hear from the teams we've worked with

Request a Free Diagnostic

Adrian Black
Founder, Ticked Off
"We nearly didn't do it - the project was already behind and it felt counterproductive. But by the end of the week, my team barely noticed they'd been there, but we had a completely different picture of what was going on."
Mez Homayunfard
Co-Founder, Online Marketing Gurus
"Every retrospective we'd do, we'd identify something, fix it, and the next sprint would have the same problems. Halcrow came in and showed us why that kept happening."
Ajay Unni
Founder, Stickman Cyber
"My engineers had been flagging the same problems for months and I believed them but couldn't act on it. After the immersion I had a ranked list of action steps. That's what was missing."
Tim Buric
CTO, Agilyx Group
"My team is good. I knew that. What I didn't know was what was getting in their way. Those are very different problems and Halcrow introduced us to the best solutions."
Kelvin Kenney
CEO, Bow Wow Meow
"Our project was behind and everyone had a different theory about why. After the immersion there was one answer. That was the first time we were all looking at the same thing."
Tim Verdon
Product Manager, Ticked Off
"$3,500 isn't nothing, but we'd been going in circles for long enough that we couldn't afford not to know what was wrong. One week and we had the answers we needed."
Ryan Leeder
CTO, Stickman Cyber
"Our engineers really appreciated the immersion. Someone finally coming in who understood what they were dealing with and could translate it upward."
John Catarinich
CEO, Agilyx Group
"What surprised me was how quickly Halcrow got oriented. I thought it would take most of the week just to get them up to speed. By day two they were already seeing things we'd stopped seeing."

WHAT OUR CLIENTS SAY

Hear from the teams we've worked with

Request a Free Diagnostic

Adrian Black
Founder, Ticked Off
"We nearly didn't do it - the project was already behind and it felt counterproductive. But by the end of the week, my team barely noticed they'd been there, but we had a completely different picture of what was going on."
Mez Homayunfard
Co-Founder, Online Marketing Gurus
"Every retrospective we'd do, we'd identify something, fix it, and the next sprint would have the same problems. Halcrow came in and showed us why that kept happening."
Ajay Unni
Founder, Stickman Cyber
"My engineers had been flagging the same problems for months and I believed them but couldn't act on it. After the immersion I had a ranked list of action steps. That's what was missing."
Tim Buric
CTO, Agilyx Group
"My team is good. I knew that. What I didn't know was what was getting in their way. Those are very different problems and Halcrow introduced us to the best solutions."
Kelvin Kenney
CEO, Bow Wow Meow
"Our project was behind and everyone had a different theory about why. After the immersion there was one answer. That was the first time we were all looking at the same thing."
Tim Verdon
Product Manager, Ticked Off
"$3,500 isn't nothing, but we'd been going in circles for long enough that we couldn't afford not to know what was wrong. One week and we had the answers we needed."
Ryan Leeder
CTO, Stickman Cyber
"Our engineers really appreciated the immersion. Someone finally coming in who understood what they were dealing with and could translate it upward."
John Catarinich
CEO, Agilyx Group
"What surprised me was how quickly Halcrow got oriented. I thought it would take most of the week just to get them up to speed. By day two they were already seeing things we'd stopped seeing."

WHAT OUR CLIENTS SAY

Hear from the teams we've worked with

Request a Free Diagnostic

Adrian Black
Founder, Ticked Off
"We nearly didn't do it - the project was already behind and it felt counterproductive. But by the end of the week, my team barely noticed they'd been there, but we had a completely different picture of what was going on."
Mez Homayunfard
Co-Founder, Online Marketing Gurus
"Every retrospective we'd do, we'd identify something, fix it, and the next sprint would have the same problems. Halcrow came in and showed us why that kept happening."
Ajay Unni
Founder, Stickman Cyber
"My engineers had been flagging the same problems for months and I believed them but couldn't act on it. After the immersion I had a ranked list of action steps. That's what was missing."
Tim Buric
CTO, Agilyx Group
"My team is good. I knew that. What I didn't know was what was getting in their way. Those are very different problems and Halcrow introduced us to the best solutions."
Kelvin Kenney
CEO, Bow Wow Meow
"Our project was behind and everyone had a different theory about why. After the immersion there was one answer. That was the first time we were all looking at the same thing."
Tim Verdon
Product Manager, Ticked Off
"$3,500 isn't nothing, but we'd been going in circles for long enough that we couldn't afford not to know what was wrong. One week and we had the answers we needed."
Ryan Leeder
CTO, Stickman Cyber
"Our engineers really appreciated the immersion. Someone finally coming in who understood what they were dealing with and could translate it upward."
John Catarinich
CEO, Agilyx Group
"What surprised me was how quickly Halcrow got oriented. I thought it would take most of the week just to get them up to speed. By day two they were already seeing things we'd stopped seeing."

FAQ

Frequently asked questions

What happens after I book?

We already have a data team. Why would we bring in more people?

Our warehouse is built. The problem is nobody uses the dashboards.

How is this different from a data consultancy?

Three-Stage Path

Halcrow's three-stage engagement path

Three-Stage Path

Halcrow's three-stage engagement path

Three-Stage Path

Halcrow's three-stage engagement path

Step One

Q1 2025

Consultation

We get inside your AI project. Capability gap map, ranked constraints, first-move recommendation.

Book a Free Diagnostic

Step Two

Engagement Scoping

Based on what the diagnostic reveals, we outline exactly what AI engineering capability is needed and how we'd deploy it. Shaped by what we actually found — not a generic package.

Step Two

Engagement Scoping

Based on what the diagnostic reveals, we outline exactly what AI engineering capability is needed and how we'd deploy it. Shaped by what we actually found — not a generic package.

Step Three

Deployment

AI engineers, ML engineers, data engineers, delivery leads — embedded inside your project, accountable for the outcome, for as long as it takes.

Step Three

Deployment

AI engineers, ML engineers, data engineers, delivery leads — embedded inside your project, accountable for the outcome, for as long as it takes.

Get an honest read on your data project. Free.

Our engineers inside your project — close enough to the actual work to tell you exactly why it's stalling and what capability is missing.

Request a Free Diagnostic