5 Star rating from Clutch verified reviews

Data Engineering Services That Drive Decisions

ETL pipelines, data warehouses, and lakehouses on Snowflake, BigQuery, and Databricks. Built so the Monday morning report reflects what actually happened.

No commitment requiredResponse within 24 hours

8000+
Projects
Delivered for clients nationwide
3000+
Clients
Nationwide across the USA
200+
Engineers
Senior, vetted, full-time
5.0
Clutch Rating
From verified client reviews
Where Teams Get Stuck

The Problem We Solve

What we see when Monday's dashboard contradicts last week's number and nobody on the data team can say which one is right.

The Problem

The data is somewhere. Half of it lives in a Postgres replica behind a VPN, a third sits in vendor SaaS exports that arrive late or not at all, and the rest is locked in spreadsheets the ops team treats as a system of record. Analysts spend most of their week reconciling numbers that should match and don't, and the executive dashboard everyone trusts the least is the one they look at every Monday. Decisions get made on the version of the truth that was easiest to pull, not the right one.

Our Solution

We build the data platform like a contract: a clean ingestion layer with explicit ownership, a warehouse modeled in dbt with semantic definitions your analysts can read, freshness SLAs your business users can hold you to, and dashboards that link back to the source records when someone disagrees with a number. The first phase usually delivers a single trusted dashboard in 6 to 8 weeks; the platform underneath it compounds from there.

What We Build

Custom Data Engineering Services Capabilities

Pipelines, warehouses, lakehouses, streaming, and the governance layer that decides whether your executives trust the numbers in front of them.

Data Pipeline Development

Batch and incremental ELT pipelines on Airflow or Dagster, with dbt for transformations and explicit ownership on every model. Idempotent, retry-safe, and tested against expected row counts so a silent failure surfaces in CI, not in the Monday review.

Data Warehouse & Lakehouse Design

Dimensional or wide-table models on Snowflake, BigQuery, Redshift, or Databricks, picked against your query patterns and cost ceiling. Semantic layer in dbt or LookML so metric definitions stay consistent whether they're queried from BI, the product, or an LLM.

Real-Time Streaming

Event-driven pipelines on Kafka, Kinesis, or Pub/Sub with Flink, Spark Streaming, or Materialize for sub-second processing. Useful when the business question is 'what's happening right now', not 'what happened yesterday'. Designed with explicit replay and exactly-once semantics where the workload demands it.

Data Lake & Lakehouse Architecture

Scalable storage on S3, GCS, or ADLS with Delta Lake, Iceberg, or Hudi table formats. Schema evolution, time travel, and the partitioning discipline that decides whether the lakehouse is a useful asset or a slow S3 bucket pretending to be a warehouse.

BI & Analytics Layer

Looker, Tableau, Metabase, Power BI, or Superset, wired against the warehouse with permission rules that match your org. Self-serve where it works, governed where it has to, and a documented metric layer so two dashboards don't quietly disagree on revenue.

Data Governance & Quality

Column-level lineage in dbt or OpenLineage, row and freshness tests in Great Expectations or Soda, PII detection at ingestion, row-level access control in the warehouse, and an audit trail your compliance team can defend. Built once so analysts stop reinventing the controls each quarter.

Where It Ships

Custom Data Engineering Services in Production

Warehouses, lakehouses, and streaming pipelines we have shipped where the executive dashboard finally agreed with the source data.

01

Single Source of Truth for Executive Reporting

When the CEO, the CFO, and the head of sales each read a different number for the same metric, we build the governed semantic layer that settles the argument. dbt-modeled metrics, freshness SLAs the dashboard surfaces directly, and the drill path back to the source rows when someone disagrees.

02

From SaaS Exports to a Real Warehouse

When the analytics team is hand-pulling CSV exports from Salesforce, HubSpot, Stripe, Zendesk, and NetSuite each morning, we build the managed-connector ingestion layer (Fivetran, Airbyte, or custom Python where it pays back) feeding a Snowflake or BigQuery warehouse with the modeling in dbt.

03

Real-Time Operational Dashboards

For ops teams that need sub-minute latency (logistics, trading desks, support queues, fraud), we build the streaming pipeline on Kafka or Kinesis with materialized views that power the dashboard the team watches during the shift. Designed so a missed event surfaces an alert, not a silent gap.

04

Customer-Facing Analytics Inside a SaaS Product

Embedded analytics for your customers with multi-tenant isolation, per-customer permissions, and the query performance that makes a dashboard inside a SaaS product feel native, not bolted on. Looker embedded, Cube semantic layer, or a custom React + SQL approach depending on the surface area.

05

Data Platform for an AI or ML Initiative

Before the AI team can ship a model, the data has to land somewhere usable. We build the feature pipelines, the labeled-data infrastructure, and the freshness contracts the model training and inference systems will depend on. Designed so the ML team isn't blocked on a missing column in week six.

06

Legacy ETL Modernization

When a 10-year-old Informatica, SSIS, or Pentaho ETL platform is the bottleneck, we modernize service-by-service into Airflow/dbt or Dagster, with parallel runs for data parity. The old platform stays running through the migration, the new one takes over feature by feature, and the cutover is staged, not weekend-bet.

Questions? We've Got Answers

Your Data Pipeline Questions, Answered.

Practical answers on ETL versus ELT, warehouse architecture, and the trade-offs behind a modern data platform.

Featured Answer

What is the difference between ETL and ELT, and which fits modern cloud warehouses?

ETL transforms data before loading, fitting cases with heavy transformation logic and messy source data. ELT loads raw data first and transforms inside the warehouse using SQL or dbt. ELT has become the default for cloud warehouses because compute is cheap and elastic, raw data preservation enables future re-transformation, and SQL-based transforms lower the barrier for analysts. ETL still fits regulated data that cannot be stored raw.

Get a pipeline architecture recommendation from our data team.

Talk to a data engineer
Tech Stack

Technologies for Custom Data Engineering Services

Snowflake, BigQuery, Databricks, dbt, Airflow, and the orchestration tools our data team uses on production pipelines.

SnowflakeBigQueryDatabricksRedshiftdbtApache SparkKafkaAirflowDagsterPythonLookerTableauIcebergGreat Expectations

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Tell us about the data sources, the questions you can't answer today, and the timeline. We'll come back with a tailored proposal within 24 hours.

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SOC 2 Certified 5 Star Client Rating No Commitment
How We Work

Our Development Process

A data audit, a phased pipeline build, and the governance layer that decides whether your team trusts what they see.

01

Discovery & Planning

Deep dive into your goals, users, and technical requirements. We define scope, timeline, and success metrics.

02

Architecture & Design

System design, wireframes, and prototypes. We validate the approach before writing code.

03

Agile Development

Two-week sprints with bi-weekly demos. Continuous integration, code reviews, and transparent progress.

04

Testing & QA

Automated testing, manual QA, performance testing, and security audits on every release.

05

Deployment & Launch

Zero-downtime deployment to production with monitoring, alerting, and rollback capabilities.

06

Optimization & Support

Post-launch monitoring, performance optimization, and ongoing feature development.

The Software Pro Difference

Why Choose Software Pro for Custom Data Engineering Services

Why data teams pick our engineers when warehouse trust, pipeline reliability, or governance owns the next quarter.

NYC Headquartered, Global Talent

420 Lexington Ave, Suite 300. NYC based agency accountability backed by 200+ globally sourced engineers and developers.

2 Week Team Spinup

From signed contract to productive engineers in 10 business days. We've done it 200+ times.

95% Retention Rate

Our engineers stay because we treat them right. Low turnover means consistency for your project.

Zero Risk Trial

Every engineer comes with a 2 week trial. Not the right fit? We replace them in 48 hours, no charge.

US Time Zone Alignment

6 to 8 hours of daily overlap with every US timezone. Real time collaboration, not async handoffs.

8000+ Projects Delivered

From Series A startups to Fortune 500 enterprises. We've seen every challenge and solved it.

Case Studies:
Results You Can Trust

Discover real outcomes from real clients: software platforms, custom development, and full stack solutions that moved the needle.

Healthcare AI Receptionist & Call Automation Built for Patient Connect / CuroAI
Featured
Verified

Healthcare AI Receptionist & Call Automation Built for Patient Connect / CuroAI

"Software Pro took the time to understand how our healthcare communication workflows actually operated before recommending a solution. Their ability to design a secure, scalable AI receptionist system while maintaining compliance standards made the implementation smooth and practical for our team."

Written by: Ben Pure, VP

Patient Connect

AI Receptionist Development

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ZIINA Payments App Built for the UAE Market, Licensed by the Central Bank of UAE
Verified

ZIINA Payments App Built for the UAE Market, Licensed by the Central Bank of UAE

"Software Pro delivered our entire mobile payments platform on time, handling complex compliance requirements and integrating with UAE financial infrastructure. Truly an exceptional team."

Written by: Ahmed Al-Rashid

ZIINA

FinTech App Development

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LaborAI Warehouse Planning Platform Redesigned for Clarity, Usability, and Conversions
Verified

LaborAI Warehouse Planning Platform Redesigned for Clarity, Usability, and Conversions

"The redesigned website finally communicates what LaborAI does in a way that resonates with our customers. Complex technical content turned into a clear, compelling experience that drives real inquiries."

Written by: Lee Rector

LaborAI

Website Redesign

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Miiskin Telehealth App Connecting Patients with Board-Certified Dermatologists Online
Verified

Miiskin Telehealth App Connecting Patients with Board-Certified Dermatologists Online

"The team built a secure, HIPAA-compliant telehealth platform our dermatologists use daily. Their expertise in healthcare app development made the entire process seamless and reliable."

Written by: Dr. Martin Jensen

Miiskin

Healthcare Telehealth App

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Aware House Multi-Vendor Marketplace Optimized with CRO for Higher Conversion and Sales
Verified

Aware House Multi-Vendor Marketplace Optimized with CRO for Higher Conversion and Sales

"The CRO work transformed how our customers shop on Aware House. The improvements to navigation and product pages have made a real difference to how visitors engage and convert."

Written by: Lauren Hidalgo

Aware House

eCommerce CRO & Redesign

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Goalers iOS App Launched on the App Store with a Perfect 5.0 Star Rating
Verified

Goalers iOS App Launched on the App Store with a Perfect 5.0 Star Rating

"From wireframes to App Store submission, Software Pro handled everything professionally. The app is beautiful, fast, and our early users absolutely love it."

Written by: Chris Mercer

Goalers LLC

iOS Mobile App Development

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Ecological Law Website Built from Scratch for Global SEO Visibility and Mission Impact
Verified

Ecological Law Website Built from Scratch for Global SEO Visibility and Mission Impact

"Software Pro built us a platform that truly represents our mission and reaches the global audience we need. The site is clear, professional, and already helping us connect with advocates worldwide."

Written by: Victor Tafur

Ecological Law

Website Design & Development

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Proud Arts STL Nonprofit Website Redesigned to Drive Engagement and Community Impact
Verified

Proud Arts STL Nonprofit Website Redesigned to Drive Engagement and Community Impact

"The redesigned website finally tells our story in a way that moves people. We can see the difference in how visitors engage with our programs and how many more complete registrations."

Written by: AJ

Proud Arts STL

Nonprofit Website Redesign

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FX Evolution Trading Platform Delivering Real-Time Market Data to Active Traders
Verified

FX Evolution Trading Platform Delivering Real-Time Market Data to Active Traders

"Software Pro built our full trading education platform with real-time data feeds and a polished member dashboard. Our Market Masters Club members rate it as an essential daily tool."

Written by: Robert Chambers

FX Evolution

Trading Platform Development

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Collective Voice Creator SaaS Platform Powering Influencer Campaigns at Scale
Verified

Collective Voice Creator SaaS Platform Powering Influencer Campaigns at Scale

"The SaaS dashboard Software Pro built for us is clean, fast, and exactly what our creator partners need. They truly understood our product vision and delivered it with precision."

Written by: Sarah Mitchell

Collective Voice

Creator SaaS Platform

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Wisper ISP Website Refined for Cross-Device Consistency, Mobile Usability, and Technical Reliability
Verified

Wisper ISP Website Refined for Cross-Device Consistency, Mobile Usability, and Technical Reliability

"Our mobile users can now access all forms and the redirect issues that were frustrating customers are completely resolved. Systematic, accurate, and professional work."

Written by: AJ

Wisper ISP

Website Development

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PCMCC Healthcare Platform Redesigned for Better UX and SEO, Growing Impressions from 526 to 4.83K
Verified

PCMCC Healthcare Platform Redesigned for Better UX and SEO, Growing Impressions from 526 to 4.83K

"The redesign transformed how our platform presents our services. Going from barely showing up in search to over 4,800 impressions is a meaningful change for our practice."

Written by: Benjamin Pure

PCMCC

Website Redesign & SEO

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STRIDES iOS App Launched on the App Store to Power Real-Time Sales Tracking for Insurance Agencies
Verified

STRIDES iOS App Launched on the App Store to Power Real-Time Sales Tracking for Insurance Agencies

"STRIDES gave us exactly what we needed — a simple way for agents to log their activity and a clear way for us to see what is actually happening in the field."

Written by: Andy Khoo

GITSA

iOS App Development

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Protect3D Health-Tech Website Redesigned to Communicate Complex Innovation and Drive Demo Bookings
Verified

Protect3D Health-Tech Website Redesigned to Communicate Complex Innovation and Drive Demo Bookings

"The team took our technically complex product and turned it into a story that our customers actually understand. The improvement in demo requests since launch has been significant."

Written by: AJ

Protect3D

Health-Tech Website Redesign

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IllnessRx Healthcare App Connecting Patients and Providers Across Multiple US States
Verified

IllnessRx Healthcare App Connecting Patients and Providers Across Multiple US States

"The team delivered a secure and compliant healthcare app our medical network depends on daily. Their understanding of HIPAA requirements and healthcare workflows was outstanding."

Written by: Dr. Patricia Wells

IllnessRx

Healthcare App Development

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Crosslet Photo & Video Website Redesigned into a High-Impact, SEO-Ready Platform for Growth
Verified

Crosslet Photo & Video Website Redesigned into a High-Impact, SEO-Ready Platform for Growth

"The team transformed our outdated website into a platform that truly reflects the quality of our work. The new design is clean, professional, and we are already seeing more inquiries from potential clients."

Written by: Alyssa Voss

Crosslet Photo & Video

Website Redesign & SEO

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J & P Painting Website Built from the Ground Up to Drive Local Leads and Bookings
Verified

J & P Painting Website Built from the Ground Up to Drive Local Leads and Bookings

"We went from having no online presence to a professional website that generates real inquiries. We are now showing up in local searches and getting more calls than ever before."

Written by: Jack Odin

J & P Painting

Website Development

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Envy Eyes & Wax Med Spa Website Redesigned to Reflect Premium Brand and Drive Bookings
Verified

Envy Eyes & Wax Med Spa Website Redesigned to Reflect Premium Brand and Drive Bookings

"Our new website finally looks and feels like the premium spa experience we deliver. Clients are finding us more easily online and the booking process is so much smoother."

Written by: Tammy Pak

Envy Eyes and Wax Med Spa

Website Redesign

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Aware House Shop CRO Strategy Delivering Multi-Fold ROAS Improvement on Shopify
Verified

Aware House Shop CRO Strategy Delivering Multi-Fold ROAS Improvement on Shopify

"We had the traffic and the products but were not converting. The team identified exactly where we were losing customers and fixed it. Our ROAS improvement has been exceptional."

Written by: Lauren Hidalgo

Aware House

eCommerce CRO

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KAF Arts Platform Built as a Scalable Digital Hub for a Multi-Venue Arts Organization
Verified

KAF Arts Platform Built as a Scalable Digital Hub for a Multi-Venue Arts Organization

"The custom filtering and performance improvements have made a measurable difference. It was a complex build and the team handled every challenge with expertise."

Written by: AJ

KAF Arts

Website Development

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Radius Enterprise Website Engineered for Scalability, Advanced UX, and Multi-Country Expansion
Verified

Radius Enterprise Website Engineered for Scalability, Advanced UX, and Multi-Country Expansion

"The level of engineering precision was outstanding. The CMS components mean our team can update content without involving developers. Exceptional work throughout."

Written by: AJ

Radius

Enterprise Website Development

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Gate Escape Premium Airport Experience Website Designed for Immersion and Conversion
Verified

Gate Escape Premium Airport Experience Website Designed for Immersion and Conversion

"The team translated our innovative airport pod concept into a digital experience that matches the quality of our physical product. The visual storytelling exceeded our expectations."

Written by: AJ

Gate Escape

Website Redesign

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Rebis Design System Stabilized for a Consistent, Scalable, and Professional Web Platform
Verified

Rebis Design System Stabilized for a Consistent, Scalable, and Professional Web Platform

"We had been struggling with style inconsistencies that kept coming back every time we made updates. The team fixed it properly and our site now looks consistent across every page."

Written by: AJ

Rebis

Design System Development

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Pep Boys Enterprise Website Scaled with Location Pages, SEO Content, and Streamlined Deployments
Verified

Pep Boys Enterprise Website Scaled with Location Pages, SEO Content, and Streamlined Deployments

"The team became a reliable extension of our development operation, handling landing page creation and content updates with the accuracy and discipline that enterprise workflows demand."

Written by: Adam Huber

Pep Boys

Enterprise Website Development

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FallTech Blog Transformed into a Structured SEO-Driven Content Platform for Long-Term Growth
Verified

FallTech Blog Transformed into a Structured SEO-Driven Content Platform for Long-Term Growth

"The team transformed our disorganized blog into a proper content platform. The migration from HubSpot was handled without losing content and the SEO structure has significantly improved performance."

Written by: CDS Team

FallTech

Content Platform Development

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P&E Stainless Product Catalog Transformed into a Structured Digital Platform for Technical Buyers
Verified

P&E Stainless Product Catalog Transformed into a Structured Digital Platform for Technical Buyers

"Migrating our entire product catalog was a complex undertaking. The result is a platform that our technical customers can actually navigate efficiently to find the specifications they need."

Written by: CDS Team

P&E Stainless

Product Catalog Development

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Chromatic Fox Studio Website Continuously Enhanced to Support Growing Beauty Service Offerings
Verified

Chromatic Fox Studio Website Continuously Enhanced to Support Growing Beauty Service Offerings

"Having a reliable development partner for ongoing website updates has been invaluable. Every new service page matches our existing design perfectly and critical updates are handled exactly when needed."

Written by: CDS Team

Chromatic Fox Studio

Ongoing Website Development

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Holy City Med Landing Page Built to Drive Membership Signups for Modern Healthcare Services
Verified

Holy City Med Landing Page Built to Drive Membership Signups for Modern Healthcare Services

"The landing page does exactly what we needed — it explains our model clearly and converts visitors who would otherwise leave confused. The multi-audience approach was particularly effective."

Written by: CDS Team

Holy City Med

Landing Page Development

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TMMR Fleet Operations SaaS Platform Built to Centralize Reporting for Transportation Professionals
Verified

TMMR Fleet Operations SaaS Platform Built to Centralize Reporting for Transportation Professionals

"Having everything — mileage, maintenance, invoices, compliance — in one place instead of spread across different tools has transformed how we manage our operations."

Written by: Van Solkov

TMMR

SaaS Platform Development

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People 4 People Membership Platform Scaled with Custom Commission Logic and Multi-Role Architecture
Verified

People 4 People Membership Platform Scaled with Custom Commission Logic and Multi-Role Architecture

"The membership system, commission logic, and onboarding improvements have made a real difference to how our platform operates. The scalability work means we can grow without worrying."

Written by: Jennifer

People 4 People

Membership Platform Development

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Industries

Custom Data Engineering Services Across Industries

Where governed, trusted data is the difference between a Monday dashboard and a Friday surprise.

Client Reviews

Trusted by Engineering Leaders

All reviews verified and sourced fromClutch.co
Clutch Verified

"Software Pro took off the workload of production from our shoulders entirely. They designed and developed the entire platform from scratch and provided continuous application support. We're already in talks with them for another project."

E-Commerce Development & Application Support

Phillip Tyler

Founder, Kreative Bugs

Brisbane, AustraliaMar 2025
Clutch Verified

"Their commitment to clear communication, timely delivery, and post-launch support truly impressed us. They delivered a robust, scalable website with visually stunning design. Post-launch training and troubleshooting ensured we could manage everything independently."

Web Development & UI/UX Design

Daniel Foster

Manager, Bulvar Global

Lisbon, PortugalMar 2025
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Frequently Asked Questions

Answers to what buyers ask before they sign.

Get In Touch

Start Your Data Engineering Project

Share the current state, the warehouse you're on (or want), and the dashboards that need to be trusted by Monday morning. We'll come back with an architecture sketch, a phased plan, and the honest answer on what's worth fixing first.

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