True story. It's the end of summer and the VP, Engineering and TA Director reach out saying that we need to hire 25 GPU, Infrastructure and ML Engineers by the end of year. Locations are 5 US cities plus Hyderabad. Our current pace suggests more roles could follow.
Most TA leaders would have said yes and started sourcing immediately. Or pushed back without data.
I ran a discovery meeting with leadership to dig into the business outcomes behind the hiring campaign and identify which roles would actually move the product forward.
That approach changed everything. It shifted the conversation from order taking to business partnership. When hiring is distributed across two continents and 5 timezones, you can't brute-force your way to success. You have to understand the business well enough to make strategic trade-offs.
Here's what I learned.
Why Distributed Hiring Forces Strategic Thinking
When your team is in one location you can throw resources at hiring problems. Need 25 engineers? Add more recruiters, run more interviews, move faster.
Distributed hiring doesn't scale that way. Every additional location adds coordination complexity. More time zones mean slower feedback loops. More markets mean different talent dynamics.
You're forced to make trade-offs. Which locations do we prioritise? Which roles can wait? What's the minimum viable team to hit our business goals?
Smart trade-offs require understanding the business. Here's what that looked like when we needed to launch a new inference product at DigitalOcean.
The Strategic TA Framework in Action
Step 1: I Ran a Discovery Conversation
When leadership asked for 25 engineers by year end, I needed to understand how they defined success. Do they need all 25, or are they asking for enough engineering capacity to hit a business milestone?
Here are the questions I asked the engineering leaders:
Understanding the business goal:
- What's the business impact if we miss year end?
- Which customer commitments depend on this launch?
Understanding priorities:
- What's more important: infrastructure availability or platform features and functionality?
- Are all locations equally critical or can we prioritise one market?
Understanding constraints:
- What are the dependencies of this hiring campaign?
- Can we use resources from other teams or contractors to smooth the hiring ramp?
These questions changed the conversation from can you fill these reqs? To, how do we hit the business goal together?
I use AI to help me to prepare discovery questions based on the hiring plan, but the conversation itself is where the real insight happens. You're reading the room, understanding implicit priorities and building trust.
Step 2: I Mapped Roles to Business Outcomes
Leadership wanted:
- 8 Network Engineers
- 6 Infrastructure DevOps Engineers
- 4 Principal Engineers and Managers
- 4 ML Engineers
- 3 GPU Engineers
But not all these roles were critical to launch.
Here's how I broke it down:
Critical hires (product won't launch without them):
- 4 Network Engineers
- 3 GPU Engineers
- 2 Principal Engineers and Managers
- 2 ML Engineers
- Total: 11 critical hires
Important but not blocking launch:
- 6 Infrastructure DevOps Engineers
- 4 Network Engineers
- 2 Principal Engineers and Managers
- 2 ML Engineers
- Total: 14 hires
This reframed the entire hiring plan. We didn't need all 25 engineers to launch. We needed 11 critical roles.
Step 3: I Presented a Prioritisation Framework
Using capacity planning, I knew that distributed coordination across 5 US cities and Hyderabad meant we could realistically hire 20-25 people by year end (accounting for holidays and time zone complexity).
But leadership needed 25 and that number could grow.
Instead of presenting fixed scenarios, I proposed a prioritisation framework that could flex as the business changed:
P0 roles (Must have for launch):
- 4 Network Engineers
- 3 GPU Engineers
- 2 Principal/Managers
- 2 ML Engineers
Total: 11 roles
P1 roles (Important, hire if capacity allows):
- 4 Infrastructure DevOps Engineers
- 2 Network Engineers
Total: 6 roles
P2 roles (Nice to have, backfill in Q1 if needed):
- 2 Infrastructure DevOps Engineers
- 2 Network Engineers
- 2 Principal/Managers
- 2 ML Engineers
Total: 8 roles
The key benefit: When the VP Engineering prioritised roles as P0-P2, it kept hiring managers aligned. They couldn't all demand recruiter attention at once. Recruiters knew which roles to focus on first.
This framework also let us pivot. When we found strong candidates for P1 roles, we accelerated them instead of waiting for unicorns in P0 roles. When certain markets showed better talent density, we shifted focus there.
Questions I asked leadership:
- Can we reduce interview rounds for junior roles to move faster?
- If Hyderabad fills faster, can we shift more roles there?
- As the number grows beyond 25, which new roles are P0 vs P1?
The framework gave us flexibility to adapt without losing focus.
The Outcome
The 25 roles expanded to 36, then kept growing. But the P0-P2 framework prevented it from becoming chaos.
By mid-December:
- We hired 36 engineers (~90% of expanded headcount)
- 70% of hires came from Hyderabad (distributed hiring worked)
- P0 roles filled first, then P1, then P2 where possible
- We reduced interview schedules for lower-level roles to maintain velocity
- Product launched with the core team in place
What made it work:
- VP backed prioritisation kept hiring managers from splitting recruiter focus
- We pivoted based on market reality (didn't wait for perfect candidates)
- Capacity planning ensured we had interview bandwidth
- Flexibility trumped rigid plans. We adapted to which markets were producing talent
That's what strategic TA partnership looks like. Not filling whatever gets asked for, but adapting as priorities change while keeping the business goal in sight.
If you're managing distributed hiring, you can't just be a recruiter. You need to understand the business well enough to ask strategic questions and present options tied to business outcomes.
The 30 minutes you spend in discovery conversations will save you months of hiring for roles that don't actually move the needle.
Follow me on LinkedIn for more frameworks on becoming a strategic TA leader—not just someone who fills reqs.
You'll need them sooner than you think.