ArchitectXperience

Don’t wait to become an architect. Start thinking like one.

Practise customer discovery, make architecture trade-offs and defend your design in guided Data & AI labs. Build a decision log and a solution you can explain to a reviewer.

Start the Architecture Challenge

Three decisions · Immediate feedback · No signup

Two DataXAI team members at a laptop in front of an architecture diagram, framed by the journey: Data & AI Foundation, Discovery Session, Discovery Lab, Stakeholder Interview, Architecture Studio and Review Board.
  1. DiscoverFind the real requirement
  2. DecideChoose and record the trade-off
  3. ReviewDefend the design

The gap

Your engineers know how to build. Can they explain what should be built—and why?

Architecture begins when delivery choices are connected to business decisions, constraints, cost and risk.

  1. Discover

    Find the real requirement behind the request

  2. Decide

    Weigh the options and record the trade-off

  3. Design

    Shape an architecture that fits the need

  4. Review

    Defend the design against a clear rubric

An engineer at a laptop, thinking through a data pipeline
The engineer
  1. Engineering focus: Build data pipelines

    Architecture focus: Define the business outcome

  2. Engineering focus: Implement selected platforms

    Architecture focus: Compare patterns and justify the choice

  3. Engineering focus: Deliver assigned requirements

    Architecture focus: Discover and challenge requirements

  4. Engineering focus: Make the solution work

    Architecture focus: Balance cost, risk, security and scale

  5. Engineering focus: Optimize the component

    Architecture focus: Optimize the end-to-end system

An architect in a DataXAI T-shirt, explaining a design
The architect

Example · Real-time reporting

  1. Business asks for real-time reporting
  2. Which decision depends on it?
  3. How quickly must data arrive?
  4. What will it cost to operate?
  5. Choose and defend the ingestion pattern

An engineer delivers the solution. An architect proves it is the right solution.

Architecture challenge

Can you make—and defend—the right architecture decision?

Work through one realistic data-platform scenario. Clarify the business need, choose an architecture pattern and defend the trade-off.

  • 10–15 minutes
  • No signup
  • Self-paced

Opens the live experience at app.dataxai.in

One scenario · Three decisions

  1. Clarify the needbusiness outcome, users, latency, constraints

  2. Choose a patternbatch, micro-batch, streaming

  3. Defend the trade-offcost, scale, reliability, governance

How the three patterns compare
AspectBatchMicro-batchStreaming
Latency2 of 33 of 33 of 3
Cost3 of 32 of 31 of 3
Reliability3 of 33 of 32 of 3

Immediate explanation after every decision

The scenario

An enterprise is consolidating multiple data sources. Finance needs a reliable daily report, while Operations asks for real-time data.

  • Finance · Daily
  • Operations · Real time
  • Multiple sources

What you will practise

  • Discover the real need
  • Challenge assumptions
  • Evaluate trade-offs
  • Justify the decision

What you will receive

  • Immediate decision feedback
  • Scenario-based architecture score
  • Clear recommendations for improvement

Stop guessing how you would perform. Test your architecture judgment.

Start the Challenge at app.dataxai.in

Practise before the stakes are real.

Product journey

Follow one case from discovery to design review.

Real screens from the product. Pick a tab to explore each step.

The Enterprise Data Foundation Architecture: data sources and ingestion, governance and security, the lakehouse with bronze, silver and gold layers, processing, quality, observability, curated data products, analytics and AI products, the AI service layer and data consumers.
1/5Data FoundationHow a whole enterprise data platform fits together, from sources to the people who use it.View full size ↗
An architect presents an Architecture Decision Flow to a team: business need, constraints, options, trade-offs and decision, with an option comparison on cost, scale, security and reliability.

Expert-led architecture mentoring

Learn to think, decide and defend like an architect.

Guided by seasoned industry leaders who bring decades of real-world experience in data engineering, cloud platforms, AI, and enterprise architecture—turning complex challenges into defensible, business-ready solutions.

Technical knowledge builds solutions.Architectural judgment earns customer confidence.

  • Discover the real need
  • Challenge assumptions
  • Evaluate trade-offs
  • Make defensible decisions
  • Communicate with clarity
  • Lead customer discussions

Practise before the stakes are real.

Architecture capability

Sponsor Dashboard

See how your engineers reason, decide and defend—before they face a customer.

Illustrative
  • 8Participants
  • 24Decisions reviewed
  • 18Evidence items
  • 3Ready to lead

Four-Week Applied Journey

Week 3 of 4
  1. 01ThinkCompleted
  2. 02DiscoverCompleted
  3. 03DesignIn progress
  • Discovery briefs8
  • Decision logs6
  • Designs submitted4

Capability Evidence

ⓘ Cohort evidence score · Illustrative

  • Business discovery78%
  • Trade-off reasoning71%
  • Decision discipline68%
  • Design defence61%

Sponsor Insight

  • Strongest signal

    Participants connect business outcomes to architecture choices.

  • Priority gap

    Design defence weakens when cost and operational risk are challenged.

  • Recommended action

    Run a focused defence clinic before customer shadowing.

Participant Readiness

ParticipantDiscoveryDecisionsDesignDefenceReadiness
Participant 01StrongStrongDevelopingDevelopingReview
Participant 02StrongStrongStrongStrongReady to lead
Participant 03StrongDevelopingDevelopingDevelopingReview
Participant 04DevelopingDevelopingStrongDevelopingReview

Evidence of capability—not course completion.

Illustrative dashboard with sample figures. The proposed four-week accelerator works with a cohort of 6–12 engineers; scope, facilitation, effort and pricing are agreed with the sponsor. Sponsor handover: sample participant work, common capability gaps, a cohort assessment summary and a sponsor review.

Learning options

Where ArchitectXperience fits

Video courses

Primary purpose

Learn concepts, techniques or workflows.

Typical evidence

Exercises, projects or completion records, depending on the course.

Cloud certifications

Primary purpose

Demonstrate knowledge against a defined exam scope.

Typical evidence

Certification or exam credential.

ArchitectXperience

Primary purpose

Build the judgment to uncover the real business need, evaluate critical trade-offs, make defensible architecture decisions, and confidently justify them under review.

Evidence of capability

Validated requirements, documented architecture decisions with clear rationale and trade-offs, a complete solution design, and evidence-based review feedback.

FAQ

Questions before you start

How long does it take?

The introductory challenge has three decisions and can be completed at your pace.

Can I try it as an individual?

Yes. Start with the challenge on the platform at app.dataxai.in. To ask about access to the full labs, send us an inquiry.

How much does it cost?

The challenge is free. Team pricing is based on cohort size, facilitation and reporting needs. Request a pilot proposal to discuss it.

What do participants produce?

A discovery brief, documented decisions, an architecture design and review feedback.

How does the team pilot work?

The proposed pilot spans four weeks. Agree cohort size, schedule, scenario and review criteria during scoping.

Is the challenge a certification?

No. The challenge score reflects decisions in one example scenario. A formal credential requires a separate assessment process.