The Hard Truth: Why Most Data Analytics Efforts Fail

Most companies think data analytics = dashboards.

Or they think the answer is hiring a $150k data engineer to duct-tape pipelines together.

That’s why:

• Teams burn 6–12 months building dashboards nobody trusts.

• Engineers leave after a year, frustrated because they’re data janitors instead of impact-builders.

• AI/ML initiatives fail before they even start, because nobody agreed on what “revenue” means in the first place.

The problem isn’t talent. It’s not tools.

It’s strategy.

What Aztela Does Differently

We treat your data as its own product — with a roadmap, stakeholders, and ROI targets.

Instead of chaos, you get clarity.

Here’s how we work:

1. Strategy First – We align stakeholders, define metrics, and cut through noise to focus only on initiatives tied to ROI.

2. Data Foundation – We centralize and model your data in a clean, scalable way. Metrics live in the warehouse, not random spreadsheets.

3. Self-Service Enablement – Sales, marketing, finance, and ops get direct access to metrics they trust, in tools they already use. No more “quick pulls.”

4. Iterative Cycles – We deliver in weeks, not years. Each sprint is tied to measurable business outcomes.

5. AI Readiness – Once the foundation is solid, we extend to predictive, ML, and GenAI use cases that actually make it into production.

Why Work With a Data Analytics Consulting Partner Instead of Building In-House?

Hiring internally looks cheaper on paper. In reality:

• Speed: A new hire takes 6–9 months before they build meaningful impact. We deliver value in weeks.

• Cost: One senior engineer = $150k–200k/yr. Plus tool licenses, plus management overhead. We bring a full team for less.

• Risk: One-person builds create dependency. When they leave, your stack collapses. We build modular, documented systems that last.

• Strategy: Internal hires often get pulled into firefighting. We bring the strategic clarity and product mindset to prioritize what actually matters.

Business Outcomes You Can Expect

When we embed with a client, they typically see:

• 80%+ reduction in time spent on reporting.

• Trust in data metrics across finance, sales, marketing, ops.

• Faster decision-making and accountability.

• Successful AI pilots (because the foundation is finally solid).

This isn’t about pretty dashboards. It’s about speed, clarity, and ROI.

Next Step

👉 Ready to stop wasting time on dashboards nobody uses and build a real data foundation?

Schedule FREE Data Strategy Assessment

• What to prioritize in the first 90 days

• Where most companies overspend (and how to avoid it)

• What tools you need based on your maturity and ROI, not becuse they nice to have.

• How to become true data-driven organization impacting business without wasting $200k+ on tools you’ll replace in 12 months

Or

Take our Data Maturity Assessment → get a free roadmap on where your biggest ROI lies in the next 90 days.