Engineering Talent Shortage Solutions: How Companies Are Closing the Global Skills Gap

The global engineering talent shortage is real — but it is not unsolvable. This guide covers the root causes of the shortage, the most effective solutions, and how companies are using offshore hiring, upskilling, and AI to build the teams they need.

N
Nazia Hasan
June 15, 2026 · 18 min read
Engineers collaborating in a modern office environment representing global engineering talent solutions

Introduction

By 2030, the global talent shortage could reach 85 million workers — costing companies an estimated $8.5 trillion in unrealized annual revenues, according to Korn Ferry’s landmark workforce study. For engineering and technology roles specifically, the gap is already acute: the U.S. Bureau of Labor Statistics projects over 1.2 million unfilled software engineering positions in the United States alone by 2026.

This is not a temporary blip caused by economic cycles. It is a structural imbalance between the pace of technological change and the pipeline of qualified engineers. Companies that fail to address it will fall behind on product development, lose competitive ground, and watch their best engineers get poached by better-resourced rivals.

This article covers the root causes of the engineering talent shortage, the most effective strategies companies are using to close the gap, a practical step-by-step framework for building the team you need, and a clear-eyed look at costs, mistakes, and future trends. Whether you run a Series A startup or a global enterprise, the playbook here applies.

Key Challenges

The Scale of the Shortage

The numbers are stark. LinkedIn’s 2024 Future of Work report identified software engineering as one of the top five roles with the highest demand-to-supply imbalance globally. Korn Ferry projects a global shortage of 4.3 million high-skilled technology workers by 2030. The OECD has flagged digital skills gaps as a primary constraint on economic growth across its member nations.

Stack Overflow’s 2024 Developer Survey found that 62% of developers reported being actively recruited in the past year — a sign of a market where demand far outstrips supply. Meanwhile, McKinsey estimates that only 25% of companies feel confident they have the technical talent needed to execute their digital strategies.

The shortage is not uniform. It is most severe in specialized disciplines: machine learning engineers, cloud architects, cybersecurity specialists, and full-stack developers with experience in modern frameworks. Entry-level roles are easier to fill; senior and principal-level engineers are extraordinarily difficult to hire and retain.

Geographic Concentration of Talent

Engineering talent has historically clustered in a small number of metropolitan areas: San Francisco, New York, London, Berlin, Singapore, and a handful of others. This concentration creates a self-reinforcing dynamic — companies locate offices where talent exists, talent moves to where companies are, and costs spiral upward for everyone.

The result is that companies headquartered outside these hubs face a structural disadvantage. A fintech startup in Austin competes for the same senior engineers as Google, Meta, and Stripe. A manufacturing firm in the Midwest trying to build a software team finds itself priced out of the market before the first offer letter is signed.

Remote work has begun to redistribute talent geographically, but the shift is incomplete. Many companies still default to hiring within commuting distance of their offices, artificially constraining their talent pool.

Rising Compensation Expectations

Engineering salaries have risen sharply over the past decade and show no sign of reversing. According to Levels.fyi data for 2024, the median total compensation for a senior software engineer at a large U.S. technology company exceeds $280,000 when stock and bonuses are included. Even at mid-market companies, senior engineers routinely command $160,000–$200,000 in base salary.

For startups and growth-stage companies, this creates a genuine affordability problem. Competing on cash compensation alone against well-capitalized incumbents is a losing strategy. Companies must find alternative ways to attract and retain engineering talent — or look beyond traditional hiring markets entirely.

Competition from Big Tech

The hyperscalers — Google, Amazon, Microsoft, Meta, Apple — employ hundreds of thousands of engineers and recruit aggressively from the same talent pools that startups and mid-market companies depend on. Their compensation packages, brand recognition, and career development resources are difficult to match.

Beyond the hyperscalers, a second tier of well-funded technology companies — Stripe, Databricks, Snowflake, Figma, and others — competes fiercely for the same senior engineering talent. The result is a market where the top 20% of engineers receive multiple competing offers, and the remaining 80% are often underqualified for the roles companies actually need to fill.

The Widening Skills Gap in Emerging Technologies

The fastest-growing engineering disciplines are also the hardest to hire for. Demand for machine learning engineers grew 74% year-over-year in 2023, according to LinkedIn data. Cloud infrastructure roles — particularly those requiring expertise in Kubernetes, Terraform, and multi-cloud architectures — are similarly constrained. Cybersecurity engineering faces a global shortfall of 3.5 million professionals, according to ISC2’s 2024 Cybersecurity Workforce Study.

The challenge is compounded by the pace of change. Skills that were cutting-edge three years ago — React, Node.js, basic AWS — are now table stakes. Companies need engineers who can work with large language models, build on serverless architectures, and implement zero-trust security frameworks. The supply of engineers with these skills is a fraction of the demand.

Strategic Considerations

Build vs. Buy vs. Borrow

Every company facing a talent shortage must make a fundamental strategic choice: build the skills internally, buy them through hiring, or borrow them through contractors and partners.

Building — investing in training and upskilling existing employees — is the most sustainable long-term strategy but the slowest. It works best for foundational skills and for companies with strong learning cultures. Buying — hiring externally — is faster but expensive and increasingly competitive. Borrowing — engaging contractors, freelancers, or outsourced teams — provides speed and flexibility but can create dependency and knowledge gaps if not managed carefully.

The most effective companies use all three strategies in combination, calibrated to the urgency and strategic importance of each skill gap. Critical, long-term capabilities are built internally. Specialized, time-sensitive needs are bought. Surge capacity and niche expertise are borrowed.

The Case for Offshore and Nearshore Hiring

Offshore and nearshore hiring has matured significantly over the past decade. The model has moved well beyond low-cost code factories. Today, companies like Spotify, Shopify, GitLab, and Automattic run fully distributed engineering teams that include significant offshore components — and they do so not primarily to cut costs, but to access talent that does not exist in their home markets.

Eastern Europe has produced a generation of world-class engineers, particularly in Poland, Ukraine, Romania, and the Czech Republic. Latin America — especially Brazil, Colombia, Argentina, and Mexico — offers strong engineering talent with time zone overlap for North American companies. Southeast Asia, particularly Vietnam, the Philippines, and Indonesia, is emerging as a major engineering hub. India remains the largest single source of offshore engineering talent globally.

Remvix specializes in helping companies build high-performing offshore engineering teams across these regions. Rather than treating offshore hiring as a cost-cutting exercise, Remvix focuses on matching companies with engineers who meet rigorous technical and cultural standards — building teams that integrate seamlessly with existing organizations.

Remote-First Culture as a Competitive Advantage

Companies that have genuinely embraced remote-first culture — not remote-tolerant, but remote-first — have a structural advantage in the talent market. They can hire from anywhere, which means they compete in less crowded talent pools and can offer engineers in lower-cost markets a significant premium over local alternatives while still saving money compared to onshore hiring.

Remote-first culture requires deliberate investment: asynchronous communication norms, strong documentation practices, intentional team-building, and management practices designed for distributed teams. Companies that treat remote work as a temporary accommodation rather than a permanent operating model will struggle to retain the distributed talent they hire.

Diversity as a Talent Multiplier

Homogeneous hiring processes systematically exclude qualified candidates. Companies that expand their definition of a qualified engineer — looking beyond elite university pedigrees, traditional career paths, and geographic proximity — access a significantly larger talent pool.

Research from McKinsey consistently shows that diverse engineering teams produce better outcomes: more creative solutions, fewer blind spots, and stronger retention. Diversity is not just an ethical imperative; it is a talent strategy. Companies that build inclusive hiring processes and genuinely inclusive cultures will outcompete those that do not.

Step-by-Step Framework

Step 1: Audit Your Current Talent Gaps

Before hiring a single engineer, map your current state with precision. Identify which roles are unfilled and for how long. Assess the skills your existing team has versus the skills your roadmap requires over the next 12–24 months. Quantify the business impact of each gap: delayed product launches, technical debt accumulation, customer-facing incidents.

This audit should produce a prioritized list of gaps — not just job titles, but specific skill sets, experience levels, and time horizons. A gap that is blocking a critical product launch is different from a gap that will matter in 18 months. Treat them differently.

Step 2: Define Your Hiring Model

With your gap analysis in hand, decide which hiring model fits each need. Roles requiring deep institutional knowledge, frequent in-person collaboration, or access to sensitive systems may be best filled onshore. Roles that are well-defined, can be executed asynchronously, and do not require physical presence are strong candidates for offshore or nearshore hiring.

For most companies, the answer is a hybrid model: a core onshore team handling architecture, product direction, and stakeholder management, supported by offshore engineers executing well-scoped work. Define the model explicitly rather than letting it emerge organically — organic emergence usually produces confusion and friction.

Step 3: Build Your Employer Brand Globally

Engineers in Kraków, Medellín, and Ho Chi Minh City have choices. They can work for local companies, for global technology firms with established presences in their markets, or for remote-first companies anywhere in the world. To attract the best, you need a compelling employer brand that travels.

This means a clear engineering blog, active presence on GitHub and developer communities, transparent compensation ranges, and a reputation for treating engineers well. Glassdoor and LinkedIn reviews matter in Bucharest as much as in Boston. Invest in your employer brand before you need it.

Step 4: Partner with Specialized Offshore Hiring Firms

Building an offshore team from scratch — establishing legal entities, navigating local employment law, sourcing candidates, running technical assessments — is a significant undertaking. For most companies, partnering with a specialized firm is faster, cheaper, and lower-risk than going it alone.

Remvix provides end-to-end support for companies building offshore engineering teams: sourcing, vetting, legal and compliance infrastructure, onboarding support, and ongoing team management. Companies that work with Remvix typically reduce their time-to-hire for offshore engineers from six months to six weeks, while maintaining rigorous quality standards.

Step 5: Implement Structured Onboarding for Distributed Teams

The most common failure mode in offshore hiring is not the quality of the engineers — it is the quality of the onboarding. Engineers who join a distributed team without clear context, established communication norms, and defined expectations will underperform regardless of their technical ability.

Structured onboarding for distributed teams should include: a written guide to how the team works (tools, communication norms, decision-making processes), a 30-60-90 day plan with clear milestones, a dedicated onboarding buddy, and regular check-ins during the first 90 days. Invest in onboarding as seriously as you invest in hiring.

Step 6: Invest in Continuous Upskilling

The skills gap is not a one-time problem to solve — it is a permanent condition of working in technology. The companies that stay ahead of it are those that treat learning as an operational priority, not a nice-to-have.

This means dedicated learning budgets (industry benchmark: $1,500–$3,000 per engineer per year), protected time for learning (at least 10% of working time), internal knowledge-sharing practices (tech talks, documentation sprints, pair programming), and clear career development paths that reward skill acquisition. Engineers who see a path to growth stay longer.

Common Mistakes

Hiring for Today, Not Tomorrow

The most expensive hiring mistake is optimizing for current needs while ignoring future requirements. A company that hires a strong React developer today but needs a full-stack engineer with AI integration experience in 18 months has not solved its talent problem — it has deferred it.

Hire for trajectory as well as current capability. Assess learning agility, intellectual curiosity, and adaptability alongside technical skills. The best engineers are not just good at what they know today; they are fast learners who will grow into what you need tomorrow.

Ignoring Cultural Fit in Offshore Hiring

Cultural fit is not a euphemism for hiring people who look and think like you. In the context of offshore hiring, it means assessing whether a candidate can work effectively within your team’s specific operating model: communication style, decision-making norms, feedback culture, and pace.

An engineer who thrives in a highly autonomous, async-first environment may struggle in a team that relies on constant synchronous collaboration — and vice versa. Assess cultural fit explicitly, with structured interview questions and realistic job previews, not gut feel.

Underinvesting in Onboarding

Companies routinely spend $15,000–$30,000 recruiting a single engineer and then provide two days of onboarding. The math does not work. Poor onboarding leads to slower ramp times, lower productivity, higher attrition, and the need to rehire — which costs more than the onboarding investment would have.

Treat onboarding as a 90-day program, not a two-day event. The ROI is measurable: companies with structured onboarding programs achieve 50% greater new-hire productivity and 82% better retention, according to research from the Brandon Hall Group.

Treating Offshore Teams as Vendors, Not Partners

The vendor mindset — offshore engineers as interchangeable resources executing tickets — produces exactly the outcomes companies fear: low engagement, high turnover, and mediocre work. The partner mindset — offshore engineers as full members of the team with context, ownership, and voice — produces the opposite.

This means including offshore engineers in planning meetings, giving them visibility into product strategy, soliciting their input on technical decisions, and recognizing their contributions publicly. The investment in inclusion pays dividends in retention and quality.

Neglecting Retention

Hiring is only half the equation. The engineering talent market is competitive everywhere, including in offshore markets. Engineers in Eastern Europe, Latin America, and Southeast Asia receive regular outreach from competing employers. Retention requires active investment: competitive compensation benchmarked to local markets, clear career progression, meaningful work, and a culture where engineers feel valued.

Conduct stay interviews — structured conversations with current employees about what would make them leave and what keeps them engaged — at least annually. Act on what you learn.

Cost Analysis

The Cost of Unfilled Engineering Roles

Unfilled engineering roles are not free. Every month a senior engineering position goes unfilled costs a company in multiple ways: delayed product development, increased load on existing engineers (leading to burnout and attrition), lost revenue from features not shipped, and competitive disadvantage.

A study by the Society for Human Resource Management (SHRM) estimates the average cost of an unfilled role at 1.5–2x the annual salary of the position. For a senior engineer earning $180,000, that is $270,000–$360,000 per year in lost productivity and opportunity cost. Companies that treat hiring as a slow, deliberate process are paying a steep price for that deliberateness.

Onshore vs. Offshore Engineering Salaries

The salary differential between onshore and offshore engineering markets remains significant, even as offshore markets have matured and compensation has risen.

In the United States, senior software engineers earn $150,000–$220,000 in base salary, with total compensation often exceeding $250,000 at technology companies. In the United Kingdom, the equivalent range is £80,000–£130,000. These are the markets where the talent shortage is most acute and costs are highest.

In Eastern Europe — Poland, Romania, Czech Republic, Ukraine — senior engineers earn $60,000–$100,000 in total compensation. In Latin America — Brazil, Colombia, Argentina, Mexico — the range is $50,000–$90,000. In Southeast Asia — Vietnam, Philippines, Indonesia — senior engineers typically earn $35,000–$70,000. India, the largest offshore market, ranges from $30,000–$80,000 for senior engineers depending on specialization and employer.

These figures represent 2024–2025 market rates and reflect the significant appreciation in offshore engineering compensation over the past five years. The gap has narrowed, but it remains substantial.

ROI of Offshore Hiring

The ROI calculation for offshore hiring goes beyond salary arbitrage. Companies that build effective offshore teams report: 40–60% reduction in engineering labor costs, 30–50% faster time-to-hire compared to onshore recruiting, access to skills that are unavailable or prohibitively expensive in their home markets, and the ability to scale engineering capacity rapidly without the overhead of local hiring infrastructure.

For a company that needs to add 10 senior engineers, the difference between onshore and offshore hiring can represent $5–8 million in annual labor cost savings — savings that can be reinvested in product development, sales, or additional hiring.

Hidden Costs to Account For

Offshore hiring is not without costs beyond salaries. Companies should budget for: management overhead (distributed teams require more intentional coordination), tooling (collaboration tools, security infrastructure, access management), legal and compliance (employment law varies significantly by country), time zone friction (some overlap is necessary; pure async has limits), and onboarding investment (higher upfront cost for distributed teams).

A realistic total cost model for offshore engineering should add 20–30% to base salary to account for these factors. Even with this adjustment, the cost advantage over onshore hiring is typically substantial.

Best Practices

Structured Technical Interviews

Unstructured technical interviews — whiteboard problems, ad hoc coding exercises, gut-feel assessments — produce inconsistent results and introduce bias. Structured technical interviews, with defined rubrics, standardized problems calibrated to the role, and multiple independent assessors, produce better hiring decisions and reduce the risk of both false positives and false negatives.

For offshore hiring specifically, structured interviews are essential. They provide a consistent standard across geographies and reduce the influence of accent bias, cultural unfamiliarity, and other factors that can distort assessments of offshore candidates.

Async-First Communication

Distributed teams that default to synchronous communication — meetings, Slack pings, real-time collaboration — create a two-tier system where engineers in inconvenient time zones are perpetually disadvantaged. Async-first communication inverts this: the default is written, documented, and time-zone-agnostic, with synchronous meetings reserved for decisions that genuinely require real-time discussion.

Async-first requires discipline: clear writing, explicit context, defined response time expectations, and a culture where it is acceptable to not respond immediately. The payoff is a team that can operate effectively across time zones and a written record of decisions that benefits everyone.

Documentation Culture

Knowledge that lives in people’s heads is a liability. When engineers leave — and they will — they take undocumented knowledge with them. Documentation culture — the practice of writing down how things work, why decisions were made, and how to do common tasks — is a force multiplier for distributed teams and a retention tool for the knowledge that makes your engineering organization effective.

Invest in documentation infrastructure (a well-organized wiki, clear ownership, regular review cycles) and make documentation a first-class engineering activity, not an afterthought.

OKR Alignment for Distributed Teams

Distributed teams need clear, shared goals to stay aligned without constant synchronous coordination. OKRs — Objectives and Key Results — provide a framework for this alignment. When every engineer, regardless of location, understands the team’s objectives and how their work contributes to key results, coordination overhead decreases and autonomy increases.

Review OKRs quarterly, make them visible to the entire team, and use them as the primary lens for prioritization decisions. Engineers who understand the why behind their work are more engaged and more effective.

Regular Performance Cadences

Distributed teams require more intentional performance management, not less. Without the ambient visibility of a shared office, managers must create structured opportunities to assess performance, provide feedback, and identify problems early.

This means weekly one-on-ones (30 minutes, focused on the engineer’s experience and blockers, not status updates), monthly team retrospectives, quarterly performance reviews with written feedback, and annual compensation reviews benchmarked to market data. Consistency matters: engineers who receive regular, structured feedback perform better and stay longer.

Ready to build your offshore engineering team? Remvix helps companies like yours hire vetted, high-performing engineers globally — from Eastern Europe to Latin America to Southeast Asia. Whether you need one senior engineer or a full product team, Remvix handles sourcing, vetting, legal infrastructure, and onboarding support. Learn more about Remvix at remvix.com.

Future Trends

AI-Augmented Engineering Roles

AI coding tools — GitHub Copilot, Cursor, Amazon CodeWhisperer, and their successors — are already changing what it means to be a software engineer. Studies from GitHub suggest that developers using Copilot complete tasks 55% faster than those who do not. This productivity gain does not eliminate the need for engineers; it changes the nature of the work.

The engineers of 2027 will spend less time writing boilerplate code and more time on architecture, system design, code review, and the judgment calls that AI cannot make. The skills premium will shift toward engineers who can effectively direct AI tools, evaluate AI-generated code critically, and design systems that incorporate AI components.

The Rise of Talent Clouds

Talent clouds — platforms that maintain pools of pre-vetted, available engineers who can be engaged on demand — are maturing rapidly. Companies like Toptal, Andela, and Remvix are building infrastructure that allows companies to access qualified engineering talent in days rather than months.

This model is particularly powerful for companies with variable engineering needs: a startup that needs to scale from 5 to 20 engineers for a product launch and then back to 10 can do so without the overhead of traditional hiring and layoffs. Talent clouds will become a standard component of engineering workforce strategy.

Skills-Based Hiring Replacing Degree Requirements

The correlation between computer science degrees and engineering performance is weaker than most hiring managers assume. Companies including Google, Apple, IBM, and Accenture have dropped degree requirements for many engineering roles, focusing instead on demonstrated skills and portfolio evidence.

This shift opens the talent pool significantly. Bootcamp graduates, self-taught engineers, and professionals who transitioned from other fields represent a large and underutilized talent pool. Companies that build skills-based hiring processes — rigorous technical assessments, portfolio reviews, structured work samples — will access candidates that degree-focused competitors overlook.

Emerging Talent Hubs

The geography of engineering talent is shifting. Africa is emerging as a significant engineering talent hub: Nigeria, Kenya, Egypt, and Ghana are producing growing numbers of skilled engineers, supported by initiatives like Andela’s alumni network and the expansion of technology education across the continent. African engineers offer strong technical skills, English proficiency, and time zone overlap with European companies.

Southeast Asia continues to grow as an engineering hub, with Vietnam in particular producing exceptional engineering talent at competitive rates. Eastern Europe remains strong despite the disruption caused by the conflict in Ukraine, with Poland, Romania, and the Czech Republic absorbing significant talent and continuing to produce strong engineering graduates.

The Impact of AI Coding Tools on Team Size and Composition

AI coding tools are beginning to change the optimal composition of engineering teams. Early evidence suggests that teams using AI tools effectively can accomplish the same output with fewer junior engineers, as AI handles much of the routine implementation work that junior engineers traditionally perform.

This does not mean junior engineers are obsolete — they remain essential for learning, for tasks that require human judgment, and for building the experience base that produces senior engineers. But it does mean that the ratio of senior to junior engineers in high-performing teams may shift, and that the skills required of junior engineers will evolve faster than in previous generations.

FAQ

What is causing the engineering talent shortage?

The engineering talent shortage has multiple causes operating simultaneously. The pace of technological change has created demand for new skills faster than educational systems can produce graduates with those skills. The concentration of engineering talent in a small number of geographic markets has created artificial scarcity in most of the world. Rising compensation expectations — driven by competition from well-capitalized technology companies — have priced many employers out of the market for experienced engineers. And the rapid growth of technology adoption across every industry has expanded the total demand for engineering talent far beyond what the traditional technology sector alone would generate.

How do offshore teams help solve the engineering talent shortage?

Offshore teams address the shortage by expanding the geographic scope of hiring. Instead of competing for engineers in a single, highly competitive market, companies that hire offshore can access talent pools in Eastern Europe, Latin America, Southeast Asia, and Africa — markets where strong engineering talent exists at lower compensation levels and with less competition from hyperscalers. Offshore hiring does not eliminate the need for rigorous selection and strong management, but it dramatically expands the pool of candidates available to any given company.

What roles are easiest to hire offshore?

Roles that are well-defined, can be executed asynchronously, and do not require physical presence or access to sensitive on-premises systems are the strongest candidates for offshore hiring. This includes: backend software engineering (Python, Java, Go, Node.js), frontend development (React, Vue, Angular), mobile development (iOS, Android, React Native), QA and test automation, DevOps and cloud infrastructure, and data engineering. Roles requiring frequent in-person collaboration, deep institutional knowledge, or real-time stakeholder management are better suited to onshore or nearshore hiring.

How does Remvix work?

Remvix provides end-to-end support for companies building offshore engineering teams. The process begins with a detailed needs assessment: understanding the roles you need to fill, the skills required, your team’s operating model, and your timeline. Remvix then sources candidates from its network of pre-vetted engineers across Eastern Europe, Latin America, and Southeast Asia, conducts technical and cultural assessments, and presents a shortlist of qualified candidates. Once you select engineers, Remvix handles legal and compliance infrastructure, onboarding support, and ongoing team management. Most companies working with Remvix hire their first offshore engineer within four to six weeks.

What is the typical cost saving from offshore hiring?

The cost saving varies by region and role, but companies working with Remvix typically achieve a 40–60% reduction in engineering labor costs compared to equivalent onshore hiring in the United States or United Kingdom. For a team of 10 senior engineers, this can represent $3–6 million in annual savings. These figures account for the full cost of offshore employment, including Remvix’s fees, legal and compliance overhead, and the additional management investment required for distributed teams. The savings are real and substantial, but they are not the only reason to hire offshore — access to talent that does not exist in your home market is often equally important.

How long does it take to hire an offshore engineer through Remvix?

The typical timeline from initial engagement to a hired engineer starting work is four to six weeks. This compares favorably to the three to six months that companies typically spend hiring senior engineers through traditional onshore recruiting. The faster timeline reflects Remvix’s pre-vetted candidate network, structured assessment process, and established legal and compliance infrastructure in key hiring markets. For companies with urgent needs, Remvix can sometimes place engineers within two to three weeks for roles that match candidates already in the active pipeline.

Conclusion

The engineering talent shortage is one of the defining operational challenges of the current decade. It is structural, global, and intensifying — but it is not insurmountable. Companies that approach it strategically, with a clear-eyed assessment of their gaps, a willingness to hire beyond traditional markets, and genuine investment in the culture and practices that retain distributed teams, will build the engineering organizations they need.

The key takeaways from this guide: the shortage is real and will persist through at least 2030; offshore and nearshore hiring is the most effective lever for most companies; the quality of offshore teams depends entirely on the quality of your hiring, onboarding, and management practices; and the companies winning the talent war are those treating it as a strategic priority, not an HR problem.

Remvix specializes in helping companies build world-class offshore engineering teams — fast, vetted, and built to scale. From sourcing and assessment to legal infrastructure and onboarding, Remvix handles the complexity so you can focus on building great products. Get in touch today to start building the engineering team your roadmap requires.

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