Strategies for Tech Debt Management

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  • View profile for Vin Vashishta
    Vin Vashishta Vin Vashishta is an Influencer

    AI Strategist | Monetizing Data & AI For The Global 2K Since 2012 | 3X Founder | Best-Selling Author

    209,476 followers

    How safe are technical teams that can’t quantify their impact on revenue, margins, or strategic KPIs? “Expect to be laid off if you're in a technical team that is not business or product-facing.” This stark warning comes from multiple surveys and my own conversations with C-level executives. CEOs are reevaluating their technical teams' priorities, and the implications are significant. Why is this happening? ROI Focus: Companies are scrutinizing every dollar spent on technology. Teams that can't quantify their impact in terms of revenue, margins, or strategic KPI improvements are at risk. Shifting Priorities: The era of 'tech for tech's sake' and endless PoCs is over. Business leaders want tangible outcomes, not just cool innovations. Streamlining Operations: In uncertain economic times, businesses eliminate what they perceive as unnecessary expenses. Vital technical roles are often misclassified when there is no clear connection to growth. What should you do to protect your position? Align Visibly with Business Goals: Understand your company's objectives and clearly articulate how your work contributes to them. It’s not enough to do the work. Executive leaders need to hear about it. Quantify Your Impact: Measure and report your projects’ business value in metrics and impacts that matter to executive leaders. When all else fails, track impacts on the KPIs they make a bonus for improving. Cross-Functional Collaboration: Build relationships with product and business teams. Your technical expertise, combined with their domain expertise, is a powerful combination that drives value. Continuous Learning: Stay ahead of the curve by acquiring new skills, particularly those that fill the gap between technology and business value delivery. Focus on capabilities that help you deliver outcomes vs. stopping at technical artifacts. Visibility: Don't work in silence. Regularly communicate your team's achievements and their business impact. In today's business landscape, it's not enough to be technically proficient. You need to be a strategic asset to your organization. What are you seeing, and what are your thoughts about the value-centric priority shift? Have you seen signs of this in your organization? Are businesses asking too much of technical ICs and teams?

  • View profile for Kevin Donovan

    Empowering Organizations with Enterprise Architecture | Digital Transformation | Board Leadership | Helping Architects Accelerate Their Careers

    20,988 followers

    🎧 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲 𝗗𝗲𝗯𝘁 𝗗𝗮𝘆𝘀: 𝗦𝗶𝗻𝗴 𝗮 𝗧𝘂𝗻𝗲 𝗟𝗶𝗸𝗲 𝗦𝗽𝗼𝘁𝗶𝗳𝘆 Every team hits the same wall: too much tech debt, not enough time. But Spotify found a rhythm. They introduced quarterly Architecture Debt Days—dedicated time to fix what slows you down. The result? ✅ 𝟯𝟱% fewer critical incidents ✅ 𝗠𝗮𝗶𝗻𝘁𝗮𝗶𝗻𝗲𝗱 innovation speed ✅ 𝗜𝗻𝗰𝗿𝗲𝗮𝘀𝗲𝗱 team satisfaction Architecture debt doesn’t vanish on its own. It compounds. Here’s how to turn cleanup into a culture: 𝟭 | Schedule It—And Stick to It Don’t wait for a system crash to act. Make debt work part of the rhythm. ✔ Block out recurring Architecture Debt Days ✔ Focus on cleanup, not new features ✔ Treat it as essential, not optional 🎯 𝗧𝗿𝗲𝗮𝘁 𝗶𝘁 𝗹𝗶𝗸𝗲 𝗽𝗿𝗲𝘃𝗲𝗻𝘁𝗮𝘁𝗶𝘃𝗲 𝗰𝗮𝗿𝗲 𝗳𝗼𝗿 𝘆𝗼𝘂𝗿 𝘀𝘆𝘀𝘁𝗲𝗺𝘀 𝟮 | Empower Teams to Prioritize Top-down lists rarely match the day-to-day pain. ✔ Let teams choose what to tackle ✔ Encourage refactoring, deprecation, cleanup ✔ Focus on what slows delivery or adds risk 🎯 𝗧𝗵𝗲 𝗽𝗲𝗼𝗽𝗹𝗲 𝗰𝗹𝗼𝘀𝗲𝘀𝘁 𝘁𝗼 𝘁𝗵𝗲 𝗰𝗼𝗱𝗲 𝗸𝗻𝗼𝘄 𝘁𝗵𝗲 𝗯𝗹𝗼𝗰𝗸𝗲𝗿𝘀 𝟯 | Track the Business Impact Cleaning up code isn’t sexy—but the outcomes are. ✔ Track reduction in incidents and recovery time ✔ Measure developer velocity improvements ✔ Monitor satisfaction and morale 🎯 𝗧𝗲𝗰𝗵 𝗱𝗲𝗯𝘁 𝗶𝘀 𝗯𝘂𝘀𝗶𝗻𝗲𝘀𝘀 𝗿𝗶𝘀𝗸—𝗺𝗲𝗮𝘀𝘂𝗿𝗲 𝗶𝘁 𝗮𝘀 𝘀𝘂𝗰𝗵 𝗧𝗵𝗲 𝗕𝗶𝗴 𝗜𝗱𝗲𝗮: Debt isn’t the problem. Ignoring it is. If innovation is the engine, then debt reduction is the tune-up. Make time for both. 🧠 How do you manage architecture debt where you are? Let’s discuss 👇 — ➕ Follow Kevin Donovan 🔔 👍 Like | ♻️ Repost | 💬 Comment 🚀 Join 𝐀𝐫𝐜𝐡𝐢𝐭𝐞𝐜𝐭𝐬’ 𝐇𝐮𝐛 - Join our newsletter and connect with a community that understands. Enhance your skills, meet peers, and advance your career! Subscribe 👉 https://lnkd.in/dgmQqfu2

  • View profile for Melissa Perri
    Melissa Perri Melissa Perri is an Influencer

    Board Member | CEO | CEO Advisor | Author | Product Management Expert | Instructor | Designing product organizations for scalability.

    105,184 followers

    Balancing bug fixes, small improvements, and new features is one of product management’s biggest challenges. The key is understanding how each effort ties back to your product and business goals. It’s easy to assume “small” means insignificant, but often those quick wins can have a huge impact on metrics like retention or customer satisfaction. In this Dear Melissa episode, I break down how to navigate this balancing act and prioritize effectively: 1️⃣ Quantify impact: Connect new features, bug fixes, and small improvements to measurable outcomes. Whether it’s retention, adoption, or satisfaction, ask: What moves the needle? 2️⃣ Look beyond time: Don’t dismiss small improvements because they’re quick. A minor UX tweak can have an outsized effect on satisfaction scores or NPS. 3️⃣ Dedicate time for stability: Bug fixes keep your platform healthy and improve retention. Depending on tech debt, some teams allocate 10-20% of their capacity to this work. 4️⃣ Balance your portfolio: Weigh improvements to existing features against building new ones. Both have value, but measuring their impact ensures better decisions. It’s not about splitting time perfectly—it’s about making strategic decisions that deliver impact. If you’re balancing the demands of fixing, improving, and innovating, ask yourself: 'Is this driving meaningful results for our customers and business?' If you’re looking to refine how you connect strategy to execution, our Product Strategy course covers this in depth. You’ll learn how to focus on the right work, align your teams, and deliver outcomes that matter. 🚀 Learn more about the course here: https://lnkd.in/eev8j8UF How do you approach balancing focus on your team? I’d love to hear what works for you—drop your thoughts in the comments! #productthinking #productmanagement #productstrategy #customersatisfaction #businessmetrics #bugfixes #UXimprovements

  • View profile for Itzchak Sabo

    I show CTOs how to engineer ROI | Coach @ CTO Grandmasters | Fractional CTO for companies that need to boost engineering ROI

    16,954 followers

    Never call a task "Pay down tech debt". Don't call it "Refactor the flux capacitor" either. → Use a business justification, e.g.: 1. "Reduce dashboard load time to <1s" 2. "Reduce sign-up error rate to below X%" 3. "Handle more than X payments per second" These ones have also been known to work: 4. "Avoid downtime when XYZ's old API stops working" 5. "Reduce incidents due to module X instability" 6. "Reduce the cost of each future change"  7. "Decrease ongoing maintenance costs" 8. "Mitigate engineer attrition rate" 😉 If you can't find a convincing business justification, are you really sure it's warranted? If you're feeling overwhelmed by tech debt, be pragmatic. Ask yourself: 1. What 𝗯𝘂𝘀𝗶𝗻𝗲𝘀𝘀 problems it is causing? 2. Are these 𝗰𝘂𝗿𝗿𝗲𝗻𝘁 problems, or 𝗳𝘂𝘁𝘂𝗿𝗲 risks? You'll always carry a conscious amount of tech debt.  That can be OK, as long as you track it and evaluate the risks. Make a plan that deals with it gradually and consistently over time, without having to bring other development to a standstill.

  • View profile for John Radford

    Senior Client Partner at Tappable | Building High-Impact Software | Uncovering Friction, Delivering Outcomes, Engineering for Longevity

    7,886 followers

    Ever seen a product flop because no one wanted it? Or a team torn apart by competing priorities? It doesn't have to be that way. The truth: The best products come from a perfect mix of business vision and engineering brilliance. Here's how to find that balance: ✅ Dos 𝗜𝗻𝘃𝗼𝗹𝘃𝗲 𝗲𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝘀 𝗲𝗮𝗿𝗹𝘆: They bring innovative solutions and technical reality checks. 𝗦𝗲𝘁 𝗮𝘀𝗶𝗱𝗲 𝟮𝟬-𝟮𝟱% 𝗼𝗳 𝗱𝗲𝘃 𝗰𝗮𝗽𝗮𝗰𝗶𝘁𝘆 𝗳𝗼𝗿 𝘀𝗮𝗹𝗲𝘀-𝗱𝗿𝗶𝘃𝗲𝗻 𝗾𝘂𝗶𝗰𝗸 𝘄𝗶𝗻𝘀: Flexibility can win deals. 𝗞𝗲𝗲𝗽 𝘁𝗵𝗲 𝗿𝗲𝘀𝘁 𝗳𝗼𝗰𝘂𝘀𝗲𝗱 𝗼𝗻 𝘀𝘁𝗿𝗮𝘁𝗲𝗴𝗶𝗰 𝗴𝗼𝗮𝗹𝘀: Balance the immediate with the important. 𝗘𝘅𝗽𝗹𝗮𝗶𝗻 𝘁𝗵𝗲 "𝘄𝗵𝘆": When everyone understands the purpose behind decisions, alignment follows. 𝗠𝗮𝗸𝗲 𝗿𝗼𝗼𝗺 𝗳𝗼𝗿 𝗳𝗲𝗲𝗱𝗯𝗮𝗰𝗸 𝗹𝗼𝗼𝗽𝘀: Leadership, sales, and engineering all have a role in the product roadmap. ❌ Don'ts 𝗟𝗲𝘁 𝘀𝗮𝗹𝗲𝘀 𝗱𝗶𝗰𝘁𝗮𝘁𝗲 𝘁𝗵𝗲 𝗿𝗼𝗮𝗱𝗺𝗮𝗽 𝘀𝗼𝗹𝗼: Chasing every opportunity creates chaos. Ignore technical debt: Today’s shortcuts can derail tomorrow's growth. 𝗢𝘃𝗲𝗿𝗹𝗼𝗼𝗸 𝗲𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴 𝗶𝗻𝘀𝗶𝗴𝗵𝘁𝘀: They see risks and opportunities others might miss. 𝗦𝗸𝗶𝗽 𝘀𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲𝗱 𝗽𝗿𝗼𝗰𝗲𝘀𝘀𝗲𝘀: Without a clear framework, priorities get lost in the noise. 𝗙𝗶𝗻𝗮𝗹 𝘁𝗵𝗼𝘂𝗴𝗵𝘁: The best teams don’t just build products—they build alignment. A shared vision transforms a list of features into something customers truly need. What strategies have helped your team create balance between business and engineering? Let’s discuss! 👇 ------------------------------------- 👨💻 I help ambitious companies build software, grow engineering teams and implement AI to Drive Change 📩 Drop me a line to discuss your project #productdevelopment #productteams #product

  • View profile for Siddharth Rao

    Global CIO & CAIO | Board Member | Business Transformation & AI Strategist | Scaling $1B+ Enterprise & Healthcare Tech | C-Suite Award Winner & Speaker

    11,631 followers

    𝗦𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗮𝗹 𝗦𝗲𝗰𝗿𝗲𝘁𝘀 𝗼𝗳 𝗪𝗼𝗿𝗹𝗱-𝗖𝗹𝗮𝘀𝘀 𝗧𝗲𝗰𝗵𝗻𝗼𝗹𝗼𝗴𝘆 𝗢𝗿𝗴𝗮𝗻𝗶𝘇𝗮𝘁𝗶𝗼𝗻𝘀 The most effective technology organizations share specific structural characteristics – regardless of industry or size. These structural patterns remain primarily invisible on conventional organizational charts but consistently separate high-performance technology organizations from their average-performing peers. Here are the five structural secrets that enable world-class technology execution: 𝟭. 𝗖𝗮𝗽𝗮𝗯𝗶𝗹𝗶𝘁𝘆-𝗙𝗼𝗰𝘂𝘀𝗲𝗱 𝘃𝘀. 𝗣𝗿𝗼𝗷𝗲𝗰𝘁-𝗙𝗼𝗰𝘂𝘀𝗲𝗱 𝗧𝗲𝗮𝗺𝘀 Average organizations structure around projects, constantly reforming teams as initiatives change. Elite organizations build stable teams around enduring business capabilities, creating deep domain expertise and institutional knowledge. When one financial services firm shifted from project-based to capability-based teams, their deployment frequency increased 4x while defects decreased by 60%. 𝟮. 𝗧-𝗦𝗵𝗮𝗽𝗲𝗱 𝗦𝗸𝗶𝗹𝗹 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗺𝗲𝗻𝘁 World-class organizations systematically develop T-shaped professionals—people with deep expertise in a core area and sufficient breadth to collaborate across domains. This isn't accidental. Top organizations create deliberate rotation programs and cross-functional experiences that intentionally build both dimensions. 𝟯. 𝗗𝗲𝗱𝗶𝗰𝗮𝘁𝗲𝗱 𝗜𝗻𝗻𝗼𝘃𝗮𝘁𝗶𝗼𝗻 𝗔𝗹𝗹𝗼𝗰𝗮𝘁𝗶𝗼𝗻 Elite technology organizations hardcode innovation capacity into their operating model. The most effective approach I've observed is the 70/20/10 model:  • 70% on current business priorities  • 20% on adjacent opportunities  • 10% on transformational exploration This isn't discretionary – it's structurally enforced through resource allocation and performance goals. 𝟰. 𝗘𝗺𝗯𝗲𝗱𝗱𝗲𝗱 𝗕𝘂𝘀𝗶𝗻𝗲𝘀𝘀 𝗖𝗮𝗽𝗮𝗯𝗶𝗹𝗶𝘁𝘆 Average technology organizations interface with business stakeholders through formal channels, while world-class organizations embed business capability directly within technology teams. One healthcare company placed experienced clinicians directly in development teams, eliminating the translation layer between business needs and technical implementation. The result? A 62% reduction in requirements churn and 40% faster time-to-market. 𝟱. 𝗗𝘆𝗻𝗮𝗺𝗶𝗰 𝗥𝗲𝘀𝗼𝘂𝗿𝗰𝗲 𝗔𝗹𝗹𝗼𝗰𝗮𝘁𝗶𝗼𝗻 Elite organizations implement quarterly (or even monthly) resource reallocation processes rather than annual planning cycles. This creates the organizational agility to respond rapidly to market changes. One retail organization increased its resource reallocation frequency from annual to quarterly and saw a 28% improvement in strategic initiative completion within 18 months. 𝐷𝑖𝑠𝑐𝑙𝑎𝑖𝑚𝑒𝑟: 𝑉𝑖𝑒𝑤𝑠 𝑒𝑥𝑝𝑟𝑒𝑠𝑠𝑒𝑑 𝑎𝑟𝑒 𝑝𝑒𝑟𝑠𝑜𝑛𝑎𝑙 𝑎𝑛𝑑 𝑑𝑜𝑛'𝑡 𝑟𝑒𝑝𝑟𝑒𝑠𝑒𝑛𝑡 𝑚𝑦 𝑒𝑚𝑝𝑙𝑜𝑦𝑒𝑟𝑠. 𝑇ℎ𝑒 𝑚𝑒𝑛𝑡𝑖𝑜𝑛𝑒𝑑 𝑏𝑟𝑎𝑛𝑑𝑠 𝑏𝑒𝑙𝑜𝑛𝑔 𝑡𝑜 𝑡ℎ𝑒𝑖𝑟 𝑟𝑒𝑠𝑝𝑒𝑐𝑡𝑖𝑣𝑒 𝑜𝑤𝑛𝑒𝑟𝑠.

  • View profile for Lester Kim

    AI Engineer | Helping B2B teams ship fast w/ AI

    2,764 followers

    If your engineers are unable to ship new features because they are busy fixing bugs, struggling to keep from the product degrading, do NOT hire more engineers. You've hit the point where you need to pay off some of the technical debt, especially much-needed automated tests. Stabilize the system first. Speak with the senior engineers to assess the situation, listening to their problems, pinpointing the biggest opportunity for improvement based on business impact, and collaboratively coming up with a plan with conservative time-estimates. In order to PREVENT this from happening again, at least for a long time, whenever possible (which is most of the time), fix the faulty code in a test-driven way, i.e. First, write the failing test that catches the error. Then, update the code that gets the test to pass. This should be a habit ingrained in every engineer.

  • View profile for Adnan Al Qahtani

    Digital & IT services director @ King Salman Energy Park (SPARK) | IT Business Management | Digetal Transformation head

    4,079 followers

    Becoming a Strategic Business Partner in Enterprise Solutions & Applications In today’s fast-paced business environment, the role of an employee in the Enterprise Solutions and Applications Department goes far beyond technical support. They are not just service providers—they are strategic business partners, bridging the gap between technology and business goals. Here are some key principles to excel in this role: 1. Understand the Business Inside-Out • Take the time to study the organization’s operations, goals, and challenges. • Build relationships with key stakeholders in every department to grasp their unique needs and pain points. • Stay informed about industry trends and competitors to provide relevant, forward-thinking solutions. 2. Think Like a Business Owner • Approach every project as if it were your own business. • Evaluate the ROI of proposed solutions and how they align with long-term goals. • Understand how technology impacts not only efficiency but also customer experience and revenue generation. 3. Translate Business Needs into Technical Solutions • Act as a bridge between business teams and technical teams, ensuring seamless communication. • Simplify complex technical concepts to gain buy-in from non-technical stakeholders. • Customize solutions that align with the specific needs of the business, avoiding one-size-fits-all approaches. 4. Proactively Identify Opportunities for Improvement • Don’t wait for problems to arise—anticipate challenges and present innovative solutions before they occur. • Conduct regular reviews of existing applications to ensure they meet evolving business needs. • Suggest upgrades or integrations that align with the organization’s growth strategy. 5. Foster Collaboration and Build Trust • Be a partner, not just a consultant. Collaborate closely with teams to implement solutions that empower them. • Deliver on promises consistently to build credibility and trust. • Focus on building long-term relationships rather than quick fixes. In the Enterprise Solutions and Applications Department, success comes from being more than just a technical expert. It’s about becoming a trusted advisor who helps the business thrive by aligning technology with strategic goals.

  • View profile for Dr. Gurpreet Singh

    🚀 Driving Cloud Strategy & Digital Transformation | 🤝 Leading GRC, InfoSec & Compliance | 💡Thought Leader for Future Leaders | 🏆 Award-Winning CTO/CISO | 🌎 Helping Businesses Win in Tech

    13,467 followers

    Balancing tradeoffs in software solutions is a skill every tech leader needs to master. It's not just about choosing the best option; it's about making decisions that align with your business goals, user needs, and resource constraints. Over the years, here are five key pieces of advice I've found invaluable: - Understand the Requirements Deeply: Before making any decision, ensure you fully understand the requirements. This means talking to stakeholders, users, and your team. Ask questions, gather data, and don't assume anything. A small misunderstanding can lead to a big mismatch later on. - Prioritise User Experience: While it's tempting to focus on technical elegance, never lose sight of the user experience. A solution that's technically perfect but hard to use won't be successful. Design with the end user in mind and test frequently to ensure your decisions are user centric. - Consider Scalability: Your solution might work perfectly today, but what about tomorrow? Always consider how your choices will scale with the growth of your company and user base. This often means making tradeoffs that favour long term stability over short term gains. -Weigh Costs and Benefits: Every decision has a cost, whether it's time, money, or manpower. Always weigh these against the benefits. Sometimes, the cheaper or faster option isn't the best one in the long run. Make sure you're investing in solutions that will provide lasting value. -Embrace Flexibility: The tech landscape is everchanging. What works today might not work tomorrow. Be prepared to pivot and adapt. This means building flexibility into your solutions and being open to revisiting decisions as new information and technologies emerge. Balancing these tradeoffs isn't easy, but it's essential for building robust, scalable, and user friendly software solutions. What strategies have you found effective in managing tradeoffs in your projects? Let's share and learn from each other.

  • View profile for Angela Mukami K.

    Product & Program Leader | Multi-Country Digital Inclusion Strategy | Youth Employment & Financial Access | Enterprise Coordination Across Africa | Impact at Scale

    5,644 followers

    Engineering said, “6 months.” Commercial said, “6 weeks.” I was in the middle. Commercial had a real market window. Competitive pressure was rising. Engineering had real constraints. Dependencies, technical debt, quality standards. Both were right. I’ve learned that bridging tech and business isn’t about choosing sides. It’s about #translating #constraints. Instead of asking who’s right? I asked different questions: What’s the minimum outcome the business truly needs right now? What absolutely cannot be compromised technically? Then we reframed the problem: What can we deliver in 6 weeks that addresses the core business need, without creating future pain? Working with engineering, we sequenced the work: #MVP in 6 weeks to protect the market #opportunity Full build in 6 months with the robustness and quality required No corners cut. Just phased delivery. To commercial: “This protects the window. It’s not everything, but it moves us forward.” To engineering: “Here’s the business context. Can we phase this so we deliver value early without compromising long-term quality?” The result: Market opportunity protected Technical standards maintained No unnecessary debt created Both teams felt heard When tech and business timelines don’t align, the answer usually isn’t compromise, it’s #creative #sequencing. Now, when I’m between competing deadlines, I ask: What’s the minimum we need now? What can wait? And how do we phase this so both sides win? #CrossFunctionalLeadership #StakeholderManagement #TechAndBusiness #ProblemSolving Steven Peirce Marc Talary Antonio Dominguez Abraham Inyaka Andy Holloway Alistair Ross

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