Data Lake Architecture and Build Services
Why a Cloud-Native Data Lake is the Key to Reliable Reporting and Scalable Integrations
A well-architected data lake acts as the calm centre of your digital ecosystem, bringing together structured, unstructured, real-time, and batch data into one central hub.
By standardising, enriching, and consolidating information from CRMs, finance systems, marketing platforms, and spreadsheets, a data lake reduces silos and duplication, delivers faster and more accurate reporting, and creates a trusted “golden record” your whole business can rely on.
With this foundation, you can easily plug in or remove third-party tools without breaking workflows — keeping your tech stack flexible while ensuring every decision is backed by reliable, up-to-date insights.
What is the process for with building a data lake?
Our data lake architecture services follow a proven process to ensure your platform is secure, scalable, and designed for your business needs:
Assess the stack — We review your current systems and confirm whether a data lake is the right fit, so you invest only where it adds value.
Architect the solution — Together we design the best structure using Databricks, Snowflake, AWS, or Google Cloud, tailored to your goals.
Build and enable — We implement pipelines, transformations, and integrations, with reporting layers that make insights accessible to your teams.
Handover and empower — With documentation and training, we ensure your team can manage, adapt, and scale the lake confidently long-term.
Data Lake expertise that delivers more than infrastructure.
At Engaging.io, we don’t just build data lakes — we design ecosystems that give you cleaner reporting, smarter insights, and a future-proof foundation for growth.
As a certified Databricks partner and HubSpot Elite Partner with proven expertise across Snowflake, AWS, and Google Cloud, we deliver secure, scalable architectures tailored to your business. What sets us apart is enablement: we empower your team with the tools, documentation, and training to own and evolve your data lake long after go-live.
Data Lake Platforms We Support:
Databricks — Intelligent pipelines, transformations, and machine learning at scale.
Snowflake — Secure, lightning-fast cloud warehousing with powerful query performance.
AWS & Google Cloud — Flexible, scalable hosting options that grow with your business needs.
HubSpot & CRM integrations — Connect customer data directly into your data lake for richer reporting and segmentation.
Frequently asked questions
A data lake consolidates all your structured and unstructured data into one central hub, creating a trusted source of truth. This improves reporting accuracy, reduces silos across teams, and enables advanced analytics, AI-driven decision-making, and scalable integrations.
We work with leading platforms including Databricks, Snowflake, AWS, and Google Cloud. We also integrate directly with HubSpot and other CRMs to bring customer intelligence into your reporting.
Unlike consultants who focus only on the build, we focus on enablement. We provide documentation, training, and support so your internal team can manage and scale the lake confidently. As a HubSpot Elite Partner and Databricks partner, we bring both technical depth and CRM expertise to every project.
Yes. We design pipelines that clean, transform, and enrich data from CRMs, ERPs, finance systems, and marketing tools. This ensures your reporting is complete, accurate, and aligned with how your business actually operates.
With our architecture, you’ll gain faster reporting, reliable golden records, and the flexibility to add or remove third-party tools without disruption. The result is a scalable, future-ready data ecosystem that grows with your business.
"We were up against really aggressive build and deployment plans and Engaging were sensational in how they were able to team with us and help us along the way. We were able to get a customised CRM that really supported the re-launch of our global business. Highly recommend the team at Engaging."
Dylan Price-Brennan
Technical Director, Alta
Tailored to your brand, audience and needs.
Every portal we build is custom-designed for your users, your brand, and your operational reality. That includes:
Intuitive UX and UI design aligned with your identity
Custom dashboards for members, admins, and stakeholder
Granular access controls and secure login flows
Integrations with CRMS, ERPS, inventory, payment platforms and more
Mobile-first, responsive design
Admin panels for internal teams to manage users and content
Documentation and support? Always.
We don’t vanish after go-live. Every portal includes:
Documentation for both users and admins
Team training tailored to tech literacy
Ongoing support options, so you can grow with confidence
Smart rules. Human review. Documented outcomes.
This isn’t a find-and-replace job. We use a combination of automated tools and manual review to flag edge cases, apply business logic, and give you a verified, usable dataset, backed by documentation your team can trust and build on.
And if needed, we’ll put guardrails in place so things stay clean, like field validations, dedupe automations, and team training to reduce input error.