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Product Management Trade-off Question: Databricks weighing cloud integration against building proprietary infrastructure

Is it better for Databricks to focus on improving integration with existing cloud providers or developing our own cloud infrastructure?

Product Trade-Off Hard Member-only
Strategic Analysis Technical Architecture Market Positioning Cloud Computing Big Data Artificial Intelligence
Data Analytics Product Trade-Offs Infrastructure Cloud Strategy Databricks

Introduction

The trade-off between improving integration with existing cloud providers or developing our own cloud infrastructure is a critical decision for Databricks. This choice will significantly impact our product strategy, resource allocation, and competitive positioning in the data analytics and AI market. I'll analyze this trade-off by examining the business context, technical considerations, user impact, and long-term strategic implications.

Analysis Approach

I'd like to start by asking a few clarifying questions to ensure we're aligned on the key aspects of this decision. Then, I'll walk through a structured analysis framework to evaluate both options and provide a recommendation.

Step 1

Clarifying Questions (3 minutes)

  • Based on our current market position, I'm thinking our integration strategy might be a key differentiator. Could you share more about our current market share and how it compares to competitors who have their own cloud infrastructure?

Why it matters: Helps assess the competitive landscape and potential impact of our decision Expected answer: We have a strong market share but face increasing competition from cloud providers Impact on approach: Would influence whether we prioritize differentiation or cost-efficiency

  • Considering our user base, I'm assuming we serve a mix of enterprise and smaller customers. Can you provide a breakdown of our customer segments and their cloud preferences?

Why it matters: Helps tailor our strategy to meet the needs of our most valuable customers Expected answer: Enterprise customers dominate revenue, with a mix of cloud preferences Impact on approach: Would guide whether we focus on multi-cloud integration or single-cloud optimization

  • From a technical perspective, I'm curious about our current level of integration with major cloud providers. How deep are our existing integrations, and what are the main pain points?

Why it matters: Helps assess the effort required for further integration vs. building our own infrastructure Expected answer: Deep integrations exist, but there are challenges with data transfer and performance Impact on approach: Would influence the cost-benefit analysis of improving integrations vs. building our own

  • Regarding our financial position, I'm wondering about our capacity for a major infrastructure investment. What's our current R&D budget allocation between integration efforts and new product development?

Why it matters: Helps understand the financial feasibility of building our own cloud infrastructure Expected answer: Significant R&D budget, but mostly allocated to product development Impact on approach: Would determine if we have the resources for a major infrastructure project

  • Thinking about our product roadmap, I'm curious about any upcoming features that might be impacted by this decision. Are there any major releases planned that depend on cloud infrastructure capabilities?

Why it matters: Helps align the decision with our product strategy and timeline Expected answer: Several AI-focused features planned that require advanced cloud capabilities Impact on approach: Would influence the urgency and scope of our decision

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