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It Depends: Lessons in Technology Leadership
It Depends: Lessons in Technology Leadership
Author: Kevin Goldsmith
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Description
Kevin Goldsmith serializes the audiobook for his new book, ”It Depends: Writing on Technology Leadership 2012-2022.” Sharing extra details about each chapter and answering listener questions along the way.
53 Episodes
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Kevin Goldsmith revisits his influential 2013 keynote on engineering culture, expanding the conversation beyond just engineering teams to address anyone navigating workplace dynamics. This episode breaks down the real mechanics of how organizational values create culture, and how culture shapes everything from hiring decisions to performance reviews.
What you'll learn:
The difference between stated company values and actual values (and a simple test to tell them apart)
Why culture "eats strategy for breakfast" and how it can accelerate or sabotage company success
How to build systems that reinforce positive culture through career ladders, hiring, and onboarding
When and why firing for culture fit is necessary
How to evaluate company culture during job interviews (especially what happens when companies face pressure)
Why team culture vs. company culture tensions arise and how to navigate them
What to do when company culture shifts rapidly due to acquisitions or leadership changes
Drawing from his experiences at Microsoft, Adobe, and Spotify, Kevin shares both successes and failures in culture building, including why he stayed at some companies for years and left others. He offers practical frameworks for managers building strong team cultures and individuals seeking workplaces aligned with their values.
Whether you're a team lead trying to strengthen your engineering culture, an individual contributor evaluating your current role, or someone interviewing for new positions, this episode provides actionable insights for understanding and navigating the often-invisible forces that shape our daily work experience.
Taking a Thoughtful Approach to the Job Search Process (https://itdependspod.com/episodes/taking-a-thoughtful-approach-to-the-job-search-process/)
Building a Strong Engineering Culture Keynote https://www.kevingoldsmith.com/talks/building-a-strong-engineering-culture.html
LeadDev New York (Use code KEVIN25 for 25% off registration)
Listener Survey: https://forms.gle/JVeKHsHJKhEM3dvK6
The book: It Depends: Writing on Technology 2012-2022
Your host: Kevin Goldsmith
Are your hiring practices unintentionally limiting diversity in your organization? In this episode of It Depends host Kevin Goldsmith explores the critical changes that can help technology companies build more inclusive and high-performing teams. Drawing on his experience scaling engineering teams, Kevin challenges conventional hiring biases—such as prioritizing certain universities or requiring excessive pre-interview work—and offers actionable steps to reduce bias in the hiring process.
If you're a tech leader, hiring manager, or aspiring executive, this episode is packed with insights on creating a fairer, more equitable hiring pipeline—without lowering the bar. Tune in to learn how intentional changes can lead to stronger, more diverse teams, benefiting your company and the industry.
Listener Survey: https://forms.gle/JVeKHsHJKhEM3dvK6
The book: It Depends: Writing on Technology 2012-2022
Your host: Kevin Goldsmith
This chapter in the newsletter: https://kevingoldsmith.substack.com/p/changing-hiring-practices-to-build
In Episode 27 of It Depends: Lessons in Technology Leadership, Kevin Goldsmith explores the process of creating a management training curriculum at Avvo. Reflecting on his journey as a manager and lessons learned from his early days at Microsoft and Adobe, Kevin highlights the importance of intentional training for engineering managers. This episode delves into the innovative approach used at Avvo, including collaborative exercises to identify training priorities and designing tailored development programs to support technology leaders.
Discover actionable insights on fostering a strong management culture, balancing technical and managerial responsibilities, and creating effective learning experiences for teams. Whether you're an aspiring manager, an experienced leader, or part of a team looking to improve, this episode offers practical guidance and inspiration. Tune in to learn how to build a management training framework that elevates your organization!
Listener Survey: https://forms.gle/JVeKHsHJKhEM3dvK6
The book: It Depends: Writing on Technology 2012-2022
Your host: Kevin Goldsmith
This chapter in the newsletter: https://kevingoldsmith.substack.com/p/building-a-management-training-curriculum
In this episode of the "It Depends" podcast, host Kevin Goldsmith delves into the complexities of decision-making in management and its implications on organizational policy. Titled "Every Decision Creates a Policy," this chapter is particularly significant, highlighting common managerial pitfalls and their long-term effects on company culture and consistency.
Kevin shares his extensive experience to illustrate how seemingly simple approvals can set precedents, inadvertently shaping future policies. He explains scenarios where inconsistent decisions led to perceived favoritism and ultimately necessitated the imposition of strict, rigid policies that curtailed previously enjoyed freedoms. The episode emphasizes the importance of consistency and transparency in managerial decisions to maintain trust and morale within the team.
Listeners will gain insights into the nuanced impact of their decisions and learn practical strategies for aligning individual managerial actions with broader organizational values. This episode is crucial for managers, leaders, and anyone interested in understanding the ripple effects of their choices in a corporate environment.
Links:
The book: It Depends: Writing on Technology 2012-2022
Your host: Kevin Goldsmith
The newsletter
LeadingEng 2024
This chapter discusses what you can do as a manager to protect your team from layoffs: Ensure the team is aligned with company goals. Raising the visibility of the good work of the individuals on the team. Managing performance. All of these things will help when someone is trying to decide if anyone from your team should be laid off. This episode adds more information for individuals and talks about how managers are judged more by the work of their team and less by their own individual contributions.
Links:
The book: It Depends: Writing on Technology 2012-2022
Your host: Kevin Goldsmith
The newsletter
LeadingEng 2024
Politics! The word has such a negative connotation when discussing work and corporate culture. Political tactics or maneuvers aren't inherently bad. It is the intent behind them that makes them so. You can leverage those same tactics for good instead of evil.
In this episode, Kevin delves into 'The P Word' and discusses the good and bad sides of politics in the workplace based on his own experiences. Whether you're navigating corporate hallways or startup pathways, this one's packed with insights you don't want to miss.
Links:
The book: It Depends: Writing on Technology 2012-2022
Your host: Kevin Goldsmith
The newsletter
In this episode, Kevin tackles a paradox that most leaders don't see coming: the moment you get comfortable in your role is often the moment you stop improving. Drawing on his decade as a CTO, he explains why success and experience can become dangerous if you're not deliberately reflecting on how you work, why you make the choices you make, and where your blind spots might be hiding.
Kevin breaks down why reflection isn't optional for senior leaders. At the C-level, you don't get much feedback or development; you're expected to figure it out yourself. Your peer group shrinks. The job gets easier because you've seen these problems before. And that comfort is exactly when autopilot kicks in, when you stop asking "why," and when you risk becoming less effective for the people who depend on you.
The episode covers Kevin's personal reflection system: a twice-yearly strategic offsite, quarterly goal-setting, monthly calendar reviews, and weekly time-tracking. But he emphasizes you don't need to copy his process; you need to find what works for you and evolve it over time. He shares practical advice on starting small, making time when you feel too busy, and why the practice matters more than perfection. Reflection isn't about having it all figured out; it's about staying deliberate, adaptive, and intentional as a leader.
Whether you're a new manager learning to step back from the work, a senior leader feeling too comfortable, or anywhere in between, this episode makes the case that you can't lead others to grow if you've stopped growing yourself.
The Personal Strategy Offsite episode: https://itdependspod.com/episodes/the-personal-strategy-off-site/
Own Your Calendar episode: https://itdependspod.com/episodes/own-your-calendar-work-deliberately/
Listener Survey: https://forms.gle/JVeKHsHJKhEM3dvK6
The book: It Depends: Writing on Technology 2012-2022 (https://itdependsbook.net)
Your host: Kevin Goldsmith (https://kevingoldsmith.com)
ConFoo 2026 (https://confoo.ca/en/2026)
In this episode of It Depends: Lessons in Technology Leadership, Kevin Goldsmith tackles one of the most contentious topics in growing companies: process. Drawing on decades of leadership experience from IBM and Microsoft to Spotify and Adobe, he explores why process is neither inherently good nor bad; it's a tool that must fit the problem you're solving.
Kevin introduces a practical framework for deciding when to add process and when you have too much. He explains how to identify the coordination problems you're actually trying to solve and find the lightest-weight solution, rather than copying what works at Google or Amazon. The episode covers the warning signs of too little process (chaos, rework, unclear accountability) versus too much (bottlenecks, loss of autonomy, slow decisions), and why the size and culture of your organization fundamentally changes what works.
Through real examples from his career, Kevin addresses common scenarios leaders face: the scrappy startup founder who resists process until the org becomes dysfunctional, the experienced big-company hire who imports heavy processes that crush a smaller team, and the risk-averse leader who adds gates after every incident. He explains the critical difference between enabling process (which helps teams move faster with confidence) and controlling process (which centralizes decisions and kills speed), and why involving your teams in process design dramatically increases adoption.
Whether you're an engineering leader wondering if you're choking your team, a founder trying to scale without losing your speed, or a manager navigating the tension between autonomy and coordination, this episode gives you a strategic lens for making better decisions about when and how to add process, and when to remove it.
Listener Survey: https://forms.gle/JVeKHsHJKhEM3dvK6
The book: It Depends: Writing on Technology 2012-2022 (https://itdependsbook.net)
Your host: Kevin Goldsmith (https://kevingoldsmith.com)
ConFoo 2026 (https://confoo.ca/en/2026)
In this episode, Kevin tackles one of the most misunderstood topics in software development: technical debt. Drawing on his experience at Microsoft, Spotify, and early-stage startups, he challenges the common assumption that all technical debt is bad, explaining why healthy teams intentionally take on debt as part of shipping software effectively.
Kevin introduces a practical four-part framework for understanding technical debt: pragmatic debt (taken on deliberately to validate ideas or meet constraints), required debt (that directly impacts reliability, security, or delivery capability), incidental debt (stable, low-risk code that's safe to ignore), and symptomatic debt (a signal of deeper organizational problems that code fixes won't solve). He explains how to identify each type and, more importantly, how to decide what deserves your team's attention and what doesn't.
The episode explores why teams often struggle to get product support for addressing technical debt, how to tie debt decisions to business outcomes, and why some debt is actually a symptom of broken systems rather than poor engineering choices. Kevin shares real examples from his own career, including inheriting a monolith that had outlived its usefulness and intentionally taking on debt at Spotify to learn faster.
Whether you're an engineering leader trying to prioritize what debt to fix, a product manager wondering why engineers keep talking about refactoring, or an executive trying to understand which debt threatens business outcomes, this episode provides a strategic lens for making better decisions about the inevitable trade-offs in software development.
ConFoo 2026 (https://confoo.ca/en/2026)
Listener Survey: https://forms.gle/JVeKHsHJKhEM3dvK6
The book: It Depends: Writing on Technology 2012-2022 (https://itdependsbook.net)
Your host: Kevin Goldsmith (https://kevingoldsmith.com)
In this episode, Kevin breaks down what really happens inside a company board meeting: why they exist, what gets discussed, and why they carry so much weight for an executive team. Drawing from a decade of attending and presenting in boardrooms across startups and later-stage companies, he explains the board’s role as the company’s oversight body and why each quarterly meeting functions like a performance review for the entire organization.
Kevin covers how boards think about risk, strategy, financial performance, and leadership effectiveness, and why these dynamics can shift depending on the company’s stage, the board's composition, and the CEO’s style. He also explains the CTO’s role at the table, how technical topics are translated into business terms, why preparation is critical, and what junior employees often misunderstand about how decisions actually get made.
If you’ve ever wondered what happens in those closed-door sessions—or you’re aiming for an executive role in the future—this episode gives you a clear and practical view of how board meetings work and why they matter.
ConFoo 2026 (https://confoo.ca/en/2026)
Listener Survey: https://forms.gle/JVeKHsHJKhEM3dvK6
The book: It Depends: Writing on Technology 2012-2022 (https://itdependsbook.net)
Your host: Kevin Goldsmith (https://kevingoldsmith.com)
In this episode of It Depends: Lessons in Technology Leadership, Kevin Goldsmith breaks down what it really means to craft a technical strategy that aligns your engineering organization with business goals. Drawing on decades of experience as a technology leader and CTO, he explains why simply having a plan in your head isn’t enough: a strategy must be documented, shared, and revisited regularly if it’s going to guide meaningful decisions.
Kevin outlines practical steps for building an effective strategy, including identifying business-aligned guiding principles, defining realistic technical bets, validating them with peers, and ensuring that every level of the organization maintains alignment. He also explores common pitfalls, including confusing strategy with a roadmap, making it too vague or too prescriptive, or failing to communicate it. He describes how a well-articulated strategy makes decisions easier, reduces friction, and gives teams greater autonomy and purpose.
It’s a clear, grounded guide for any engineering leader preparing for the new year, whether you’re a CTO shaping company direction or an EM ensuring your team’s work supports broader goals.
ConFoo 2026 (https://confoo.ca/en/2026)
Listener Survey: https://forms.gle/JVeKHsHJKhEM3dvK6
The book: It Depends: Writing on Technology 2012-2022 (https://itdependsbook.net)
Your host: Kevin Goldsmith (https://kevingoldsmith.com)
Avoiding shiny object syndrome, encouraging curiosity, and building a system for smart adoption
Every few years, a new wave of technology arrives promising to change everything. Right now, it’s generative AI, but it wasn’t long ago that we were saying the same thing about mobile, cloud, or Web3.
In this episode, Kevin Goldsmith reflects on how leaders can navigate emerging technologies without falling for the hype. Drawing from decades of experience adopting everything from public cloud to AI tooling, he shares how to evaluate what’s worth your team’s attention and when to wait.
Kevin outlines a practical framework for making technology decisions that stick: discover → experiment → evaluate → adopt deliberately. He also explores how to guide both the eager early adopters and the skeptical veterans on your team, turning curiosity into a disciplined system for learning and innovation.
ConFoo 2026 (https://confoo.ca/en/2026)
Listener Survey: https://forms.gle/JVeKHsHJKhEM3dvK6
The book: It Depends: Writing on Technology 2012-2022 (https://itdependsbook.net)
Your host: Kevin Goldsmith (https://kevingoldsmith.com)
In this episode, Kevin digs into the often-ignored side of engineering leadership: organizational design. He explores how structure shapes communication, culture, and even software architecture. Conway’s Law still applies. Kevin shares practical ways to diagnose bottlenecks, refactor teams, and evolve your organization with intent. From mapping the flow of work to understanding team topologies, this is a grounded guide to designing organizations that actually work.
Architecture and Organization talk (https://www.kevingoldsmith.com/talks/architecture-and-organization.html)
Reinventing Organizations by Fredric Laloux (https://amzn.to/43fwrRk)
Team Topologies by Skelton/Pais (https://amzn.to/4nPHVDA)
Listener Survey: https://forms.gle/JVeKHsHJKhEM3dvK6
The book: It Depends: Writing on Technology 2012-2022 (https://itdependsbook.net)
Your host: Kevin Goldsmith (https://kevingoldsmith.com)
In this episode of It Depends: Lessons in Technology Leadership, Kevin returns from a summer break with a new podcast format and two big topics. First, he shares practical advice for navigating an unplanned career break—whether due to layoffs or a tough job market. From reframing “career break” on your résumé, to launching a consultancy, building a startup, or contributing to open source, Kevin outlines concrete ways to stay relevant, keep your skills sharp, and strengthen your positioning for the next opportunity.
Then he pulls back the curtain on what a CTO really does all day. Drawing on his experience at mid-stage startups, Kevin explains the balance between executive responsibilities, one-on-ones, cross-functional collaboration, strategic thinking, and even the occasional coding. He highlights how priorities shift depending on company size, culture, and market, and why visibility, prioritization, and time management are crucial at the executive level.
This episode blends career survival strategies with an honest look at senior leadership—helpful both for those navigating career uncertainty and those aspiring to the CTO role.
LeadDev New York (Use code KEVIN25 for 25% off registration)
Listener Survey: https://forms.gle/JVeKHsHJKhEM3dvK6
The book: It Depends: Writing on Technology 2012-2022
Your host: Kevin Goldsmith
This is a repeat of an episode originally released on April 13, 2025
In October 2025, I will once again be speaking at the Lead Dev New York event. Registration and information are available here. You can use the discount code “KEVIN15” to receive 15% off your registration.
In this special episode, Kevin Goldsmith is joined by longtime friend and peer Kevin Stewart, SVP of Engineering at Splice, to challenge the familiar yet flawed narrative: that a team within a large company can "operate like a startup." Drawing on their shared experiences at Adobe and divergent paths through startups, they explore why innovation often stalls inside large organizations and what makes real startup environments fundamentally different.
This wide-ranging conversation explores culture, risk, incentives, and why resource contention, rather than imagination, hinders corporate innovation. Whether you lead a startup or a legacy company trying to move faster, this episode offers a valuable perspective.
Listener Survey: https://forms.gle/JVeKHsHJKhEM3dvK6
The book: It Depends: Writing on Technology 2012-2022
Your host: Kevin Goldsmith
The Guest: Kevin Stewart
This is a repeat of an episode originally released on March 2, 2025
In this episode of the "It Depends" podcast, host Kevin Goldsmith shares his unique experience designing Spotify's engineering career framework. As the leader of this initiative, Kevin provides a behind-the-scenes look at how Spotify's distinct career pathing system was developed, a system that reinforced its unique engineering culture rather than undermining it.
Kevin explains the delicate balance of timing when implementing a career framework. Waiting too long (as Spotify did) can cause problems, but implementing too early can stifle a growing organization. He emphasizes how career pathing must align with company values, as it directly influences what behaviors get rewarded and ultimately shapes your culture.
The episode covers Spotify's collaborative approach to creating its "Career Steps" framework, involving representatives from across the organization rather than simply adopting another company's model. Kevin shares their guiding principles, including the crucial shift from focusing on achievements to behaviors, supporting specialists and generalists, and defining career growth by expanding spheres of influence.
Whether you're a tech leader contemplating how to structure growth paths for your team or an individual contributor wondering how career frameworks influence company culture, this episode is a must-listen. It offers valuable insights into one of the most foundational aspects of engineering leadership, insights that are relevant and beneficial for both roles.
LeadDev New York (Use the discount code “KEVIN15” for 15% off on your registration)
Listener Survey: https://forms.gle/JVeKHsHJKhEM3dvK6
The book: It Depends: Writing on Technology 2012-2022
Your host: Kevin Goldsmith
This is a repeat of an episode originally released on August 4, 2024.
In this episode of the It Depends podcast, host Kevin Goldsmith delves into the complexities of managing partially distributed engineering teams.
Kevin discusses the nuances of communication, collaboration, and culture in partially distributed teams, emphasizing the unique challenges that arise when some team members work remotely while others remain in the office. He highlights his experiences at companies like Adobe, Microsoft, and more, offering valuable lessons on effective management strategies and the importance of maintaining human connections in a digital work environment.
Whether you're a tech leader navigating the post-COVID landscape or simply interested in the future of work, this episode provides actionable insights and practical advice for fostering successful distributed teams
links:
LeadDev New York
Video and slides from Leading Distributed Teams
The book: It Depends: Writing on Technology 2012-2022
Your host: Kevin Goldsmith
The newsletter
If you are on the technology management track, the final role is Chief Technology Officer. Still, the path to the role is not obvious because the role itself differs greatly from company to company. The episode includes chapter 10 from "It Depends: Writing on Technology Leadership 2012-2022," "Becoming a CTO." This chapter discusses the common skills needed for the CTO in almost any company and how the role differs between early-stage and mid-stage companies.
This is a repeat of an episode originally released on April 28, 2024.
Seattle's Got Tech Event at Seattle Startup Week
LeadDev New York
Listener Survey: https://forms.gle/JVeKHsHJKhEM3dvK6
The book: It Depends: Writing on Technology 2012-2022
Your host: Kevin Goldsmith
We discuss how critical failure is to innovation and how to handle it effectively. We discuss how software used to be written, Clippy, and why it was bound to fail. We also explore how Spotify utilizes the Think It/Build It/Ship It/Tweak It framework to build fail-safe products, and more.
This is a repeat of an episode originally released on January 20, 2024.
Seattle's Got Tech Event at Seattle Startup Week
LeadDev New York
Listener Survey: https://forms.gle/JVeKHsHJKhEM3dvK6
The book: It Depends: Writing on Technology 2012-2022
Your host: Kevin Goldsmith
In this season finale, Kevin pulls back the curtain on his entire book-writing and self-publishing journey. What started as a collection of blog posts became "It Depends: Writing on Technology Leadership, 2012 to 2022" – but why go the DIY route instead of working with a traditional publisher?
You'll learn:
The real reasons tech leaders should (or shouldn't) write books
Detailed breakdown of self-publishing vs. traditional publishing
Specific tools and workflows: from WordPress to Word, ChatGPT for indexing, and recording audiobooks at home
The business side: Amazon KDP vs. Ingram Spark, profit margins, and what actually sells
Costly mistakes to avoid (spoiler: don't waste time on fancy tooling)
How to promote without feeling like a sleazy self-promoter
Perfect for:
Anyone considering writing a book or starting a content business
Tech leaders thinking about building their personal brand
Entrepreneurs curious about the nuts and bolts of launching a creative venture
Even if you never plan to write a book, Kevin's approach to learning a new business from scratch offers valuable lessons for any side project or career pivot. Plus, you'll get the honest truth about royalties, sales numbers, and whether it's actually worth the effort.
This episode doubles as both a practical how-to guide and a case study in DIY entrepreneurship. Kevin's Gen X, do-it-yourself approach (honed from years running a record label) provides a refreshing alternative to the usual "scale fast or die" startup mentality.
Seattle's Got Tech Event at Seattle Startup Week
LeadDev New York
Will Larson's Blog Post on self-publishing vs traditional publishing
Listener Survey: https://forms.gle/JVeKHsHJKhEM3dvK6
The book: It Depends: Writing on Technology 2012-2022
Your host: Kevin Goldsmith



