---
title: "How IT Leaders Decide to Build or Outsource for Enterprise Systems"
url: "https://ciogrid.com/qa/how-it-leaders-decide-to-build-or-outsource-for-enterprise-systems/"
author: "CIO Grid"
published: "2026-09-21"
updated: "2026-09-21"
---

# How IT Leaders Decide to Build or Outsource for Enterprise Systems

## How IT Leaders Decide to Build or Outsource for Enterprise Systems

Enterprise IT leaders face a constant question: which systems should be built internally and which should be outsourced? This article examines how senior technology executives make these critical decisions, drawing on insights from experts across industries ranging from healthcare and real estate to product development and crisis services. Their strategies reveal a consistent pattern of protecting core differentiation while delegating commodity functions.

### Defend Product Mastery, Rent Back-Office Capacity

My rule: if it IS the product, it stays in-house. If it supports the product, rent it.

For us, the handwriting machines are the product. We have six patents pending on them, and we build and maintain them ourselves. Early on, I got quotes from contract manufacturers who could've built the units cheaper and faster, and I came very close. What stopped me was realizing that every improvement we'd want to make to pen pressure, letter spacing, ink flow, all the little things customers actually notice, would then be a change order with a lead time instead of something we do on the floor on a Tuesday.

That call proved right. We iterate on the machines constantly now, and a competitor can't just order the same output from the same vendor.

What we do outsource: payroll, most of our infrastructure, fulfillment overflow at peak season. None of that is a moat.

The long-term risk people miss is the reverse one. Keeping too much in-house looks safe, but it quietly turns your team into part-time IT staff for systems nobody wants to own. We ran our own mail server for a while. Cost us more in distraction than it ever saved.

Rick Elmore, Founder/CEO, Simply Noted (simplynoted.com)

*— [Rick Elmore](https://www.linkedin.com/in/rick-elmore), CEO, Simply Noted*

---

### Prioritize Trust, Test Outsourced Support

The test I use is whether the capability touches something a customer would notice going wrong within a day. At Smarfle, we kept core product engineering and customer data handling in-house from day one, no exceptions, because a mistake there is visible immediately and erodes trust fast. Everything else got evaluated on a slower clock.

The choice that proved right in hindsight was outsourcing customer support during our first two years instead of hiring in-house too early. It felt risky at the time—support is the most customer-facing function there is—but we picked a partner who worked exclusively in our product and required them to escalate anything touching account security or billing straight to us, no exceptions. That boundary let us test support volume and quality standards before committing to permanent headcount, and by the time we did bring it in-house, we already knew exactly what good looked like instead of guessing.

The risk with outsourcing isn't usually the vendor; it's leaders assuming the outsourced function doesn't need internal ownership. We kept one person accountable for support quality even while the work itself was external, and that single point of ownership is what kept standards from drifting.

*— [Ihor Lavrenenko](https://www.linkedin.com/in/igor-lavrenenko), Founder, Smarfle CRM*

---

### Maintain Facts and Release Control

Keep the source of truth and final approval in-house. Outsource or automate the repeatable production around them. In FARUZO's image workflow, AI can generate several product-photo options, but a person still checks the actual jewelry, engraving, proportions and product promises before anything is published. That split has held up because generation is cheap to repeat, while a false engraving or redesigned clasp would be a customer-facing error. Partners can own speed. The business should retain the facts and the decision to ship.

*— [Aviad Faruz](https://www.linkedin.com/in/faruzaviad), Owner, FARUZO Jewelry*

---

### Shield Reputation, Source Standard Systems

I kept customer service in-house at my fulfillment company even when every advisor told me to outsource it to the Philippines for a fraction of the cost. That decision cost me roughly $180,000 extra per year but saved the business.

Here's what I learned: outsource anything that's repeatable and transactional; keep anything that requires judgment calls or touches your reputation. Warehouse picking and packing? Perfect for partners if you find the right 3PL. Customer complaints about damaged products? That's your brand on the line every single time.

When I was scaling to $10M, I had this choice with our WMS integration work. We could build an internal dev team or partner with a logistics software company. I partnered. Why? Because warehouse management systems get updated constantly, and we'd be playing catch-up forever. That partnership meant we could offer clients cutting-edge technology without hiring five engineers. Saved us probably $400K in year one alone.

The flip side was our account management. I watched competitors outsource their client relationships to save money, and they bled customers within six months. When a brand is doing $2M in sales and their inventory goes missing, they don't want to talk to someone reading from a script in a different time zone. They want someone who understands the domino effect of a stockout during Q4.

My test became simple: if a screwup here could kill a client relationship or tank our reputation, we own it. If it's a commodity service where quality is measurable and consistent, we partner. The gray area is technology. I've seen founders waste years building features that already exist because they're afraid of vendor lock-in. That's ego talking, not strategy.

The smartest thing I did was partner for our carrier negotiations at scale while keeping the actual shipping execution in-house. We got enterprise rates without needing a full-time logistics analyst, but we controlled the customer experience when boxes left our dock.

Your core competency should be protected like nuclear codes. Everything else is fair game if you pick partners who have more to lose than you do.

*— [Joe Spisak](https://www.linkedin.com/in/spisakjoe), CEO, Fulfill.com*

---

### Retain Revenue Levers, Contract Property Services

We keep work that controls revenue, guest reviews, owner trust or compliance in-house. We hand repeatable tasks like cleaning and maintenance to partners with clear standards and backups so risk stays low. We outsourced cleaning and maintenance but kept dynamic pricing, listing optimization, guest communications and owner reporting in-house. That choice supported scale and consistency without added long-term risk.

*— [Chad Phillis](https://www.linkedin.com/in/chad-phillis-49211810a), Founder & CEO, Checkmate Rentals*

---

### Build Kalos, Hire Expert Operators

If a capability requires deep, ongoing context about our own environment and our clients, the way engineering delivery does, it stays in-house. If it's specialized infrastructure or other work that a company does at scale across many environments, like migration execution or security operations, I recommend it gets outsourced since it's not worth a team relearning from scratch every time.

The choice that's proven right in hindsight was building Kalos in-house, which meant we controlled the roadmap instead of depending on multiple vendors' priorities lining up with ours.

*— [Oscar Moncada](https://www.linkedin.com/in/oscarmoncada1), Co-founder and CEO, Stratus10*

---

### Preserve Mortgage Strategy, Delegate Production Tasks

Core underwriting, compliance, profitability and strategy must stay in-house in distributed retail mortgage lending. Non-core scalable functions can go to partners if oversight, data access and exit options limit the long-term risk. Retaining branch and strategy control while partnering on select production support proved right in hindsight. This protected lending margins and kept growth flexibility across distributed retail operations.

*— [Christopher Ledwidge](https://www.linkedin.com/in/christopher-ledwidge-%F0%9F%8D%80-95713763), Co-Founder & Executive Vice President of Retail Lending, theLender.com*

---

### Own Judgment, Lease Specialist Capacity

Own the judgment, rent the specialist capacity.

I keep a capability in-house when it shapes the product, contains customer knowledge, controls security or quality, or affects how we make future decisions. Those are not just tasks. They are part of the company's memory and advantage.

I outsource work when the outcome is clearly defined, the specialist can perform it better, and we can change partners without losing control of the underlying process. The key test is whether the partner is providing execution or quietly becoming the only party that understands how the business works.

For a multi-provider platform, keeping the orchestration logic and customer-facing experience in-house has been the right choice. We can rely on specialist infrastructure providers for their core services without handing them control of our product direction or client relationship. That separation lets the product adapt as providers, customer needs, and technical requirements change.

I also require internal ownership for every outsourced function. Someone on our team must understand the objective, review the output, and retain the documentation and access. Outsourcing without an informed owner is abandonment, not delegation.

The trade-off is that maintaining internal judgment takes time. I accept that cost because rebuilding lost knowledge under pressure is far more expensive.

*— [Raj Baruah](https://www.linkedin.com/in/rajbaruah), Co Founder, VoiceAIWrapper*

---

### Safeguard Differentiation With In-House Decisions

I start by asking whether a capability is part of what makes us different, whether it involves sensitive data or regulated decisions, and whether losing control would hurt us later. If the answer is yes, I keep the strategy, core product knowledge, data standards, and final accountability inside the company. I'm happy to work with partners on work that is specialized, repeatable, or easier to scale, as long as we keep clear oversight and can change providers if needed. One choice I would make again is keeping the core intelligence and decision-making work in-house while using outside partners for supporting work. It protects the knowledge that sets us apart without trying to build every skill ourselves.

*— [Alok Aggarwal](https://www.linkedin.com/in/alok-aggarwal-0a521), CEO & Chief Data Scientist, Scry AI*

---

### Cultivate Compounding Assets, Buy Occasional Skills

Keep the things that compound in-house; buy the things that spike.

I am the in-house hire in a business that could have handed all of this to an agency, so I have thought about this from both sides of the decision. The test I use is whether the work builds an asset that keeps paying after the invoice stops. Content, site structure, the data we hold about what buyers ask for and where they come from: those compound. Every month of doing them ourselves makes the next month cheaper. Hand them out and you rent the results, and you lose the knowledge that made them work.

The other category is spiky, tool-heavy work that appears occasionally and needs specialised software. A full technical crawl and audit. Large-scale outreach. Anything where the tooling costs more than the labour and you need it twice a year. Buying that is cheaper and better, because a specialist doing it weekly will do it better than someone doing it twice.

The choice that proved right in hindsight: keeping the content and the market data in-house even when it was slower at the start. It took months longer to build than an agency would have taken. But the pages we wrote are still bringing enquiries years later, they are written by someone who talks to actual buyers, and nobody can switch them off or take them with them.

The one I would reverse: we tried to run technical audits internally for a while to save money. We were slower, we missed things, and the tool subscription cost more than the outside audit would have.

*— [Nassira Sennoune](https://www.linkedin.com/in/nassira-sennoune-638625368), SEO Consultant, Originn Properties*

---

### Adopt Partial Integration, Avoid Custom Builds

I decide by three simple rules: build in-house only when the capability is a clear USP or directly affects client relationships; partner when knowledge or interface sharing brings more value than control; and partner short term when hiring would materially raise fixed costs. I also buy off-the-shelf when the capability is widely available and ready to deploy rather than worth customizing. One choice that proved correct in hindsight was applying my 70 percent integration rule: when a new capability could be absorbed into our existing framework at roughly 70 percent, we chose to integrate and partner for the remainder instead of building a bespoke solution. That kept our team focused on core differentiators and reduced ongoing maintenance and scaling risk.

*— [Ankit Sarawagi](https://www.linkedin.com/in/ankit-sarawagi), Curator, CFO Matrix*

---

### Govern Architecture, Outsource Cloud Migration Work

Capabilities defining your long-term competitive differentiation and security posture must stay in-house, while commodity operations requiring scale rather than unique intellectual property should be outsourced to specialized partners. Risk escalates the moment an organization confuses capacity with capability. You can safely outsource the volume of work needed to execute a plan, but you should never outsource the ability to understand, govern, and evolve your own technology architecture. If a function touches proprietary data logic or the fundamental way you deliver value, you must own the talent and the roadmap.

In my experience managing global enterprise environments, the choice that consistently proves right is keeping the architectural blueprint and security governance strictly internal while outsourcing the construction and maintenance phases. During large-scale cloud migrations, I have seen this work effectively when the internal team defines the data schemas and security protocols while external partners handle the heavy lifting of code migration and environment configuration. By retaining the role of master architect, you ensure the organization isn't locked into a partner's specific delivery methodology or proprietary tools. This allows for a seamless transition when moving from build to optimization because the internal team still holds the deep system knowledge required for strategic pivots.

The ultimate test for any outsourcing decision is whether losing that partner would leave you unable to explain how your own systems function or how your data is protected. If the answer is yes, you have inadvertently outsourced a core capability and created systemic long-term risk. Effective outsourcing enhances agility; it does not replace your brain trust.

*— [Sudhanshu Dubey](https://www.linkedin.com/in/sudhanshudubey), Delivery Manager, Enterprise Solutions Architect, Errna*

---

### Protect Client Delivery, Offload Mundane Work

If it's directly involved in producing a deliverable for a client, it has to stay in-house. In some cases, we'll even avoid automating aspects of our process just to make sure our development teams maintain the skills and system-level knowledge they need to be good at their jobs. Outsourcing is either for routine, commodified work where we can't add value, or back-end maintenance tasks like SEO, payroll, etc.

*— [Ranjith Raghunath](https://www.linkedin.com/in/ranjith-raghunath), CEO, CX Data Labs*

---

### Direct Home Service, Refer Window Hazards

The core service, the actual cleaning inside a home, stays in-house. That is where the liability sits, so I keep it under direct control: bonded cleaners, a vetted screening process, and my own $2,000,000 insurance policy behind every job. Anything with a separate risk profile, like exterior or upper-floor window work, gets handed to someone whose coverage is built for that specific job. Ladders and height carry their own liability, and stacking that onto a general cleaning policy increases exposure instead of reducing it. The choice that proved right in hindsight was resisting the pull to staff cleaners through a gig marketplace to save money early on. Direct screening costs more upfront, but it means every person working inside a home has already passed a real vetting process before day one, and the insurance actually covers what happens once they're in there. Outsourcing the execution itself would have saved on payroll and multiplied the risk instead.

*— [Carolyn Vasquez](https://www.linkedin.com/in/carolyn-vasquez-42a51a44), Founder, Ready Rental Cleaning*

---

### Hold Clinical Judgment, Send Lab Draws

Clinical judgment and the signed note stay in-house. Lab draws and specialty kits can sit with partners.

Hindsight on that split: keeping the 60-minute consult and the assessment on our side, while Quest, Labcorp, or a hospital draw site runs the tubes, matched how we already describe the process. Outsourcing the visit itself would have raised long-term risk. Outsourcing the draw did not, as long as results still land before the follow-up every 6 to 8 weeks.

*— [Anna Evans](https://linkedin.com/in/anna-evans-msn-aprn-fnp-c-78b1582a8), Founder, Interlinked Wellness*

---

### Conserve Search Insight, Hand Off Routine Execution

SEO content was the one we almost outsourced. Early on, a content agency quoted us a price that looked reasonable, and we came close to signing. The argument was simple: writing takes time, agencies have writers, let them handle it.

We didn't sign. Kept it in-house.

The reason was that QR code search intent is genuinely weird. Someone searching "QR code for restaurant menu" wants different things than someone searching "QR code generator free." The gap between those two is a product decision, a pricing decision, and a conversion decision all at once. An outside agency optimizes for word count and keyword density. They don't know that "free" traffic converts differently than "restaurant" traffic, and they don't have a reason to care.

Pageloot now gets traffic from 110 countries across dozens of industry verticals. We've had to understand search behavior in cafes, real estate offices, museums, healthcare clinics. An agency wouldn't have built that body of knowledge for us. They'd have built it for themselves, and then we'd have been dependent on them to maintain it.

The rule I've landed on: if the output of that function shapes how you understand your customer, keep it in-house. If it's execution that a vendor can replicate without context, outsource it. Design production, server hosting, payment processing, those are fine to hand off. Customer insight disguised as content work is not.

*— [Siim Kostabi](https://www.linkedin.com/in/siim-kostabi), CEO, Pageloot*

---

### Maintain Webflow Expertise, Brief Standard Tasks

My test is whether the work requires context about the client or only a clear specification.

Anything that needs context stays in-house. Design decisions, the website build, how the product story is told. If someone needs to understand why this client's buyer is sceptical before they can do the task well, then handing it to an outside partner means paying for that understanding twice and still getting it second-hand.

Anything that can be fully described in a brief can go out. A specific illustration style, a video edit, bookkeeping. If I can write down what good looks like in a paragraph and check it against that paragraph, an external partner will usually do it better and cheaper than we would.

The choice I am glad I made was keeping Webflow development in-house even when it would have been faster to subcontract it during busy periods. It is the thing clients judge us on, and the moment you outsource your core deliverable, you lose the ability to move quickly on it, which was the entire reason clients came to us.

*— [Attila Vaszka](https://www.linkedin.com/in/attilavaszka), Co-founder, Quarter Digital*

---

### Retain Compliance Command, Capture Provider Errors

TKEG Expat is a corporate-services firm that manages 120 companies across 22 jurisdictions, and we decide what to outsource by checking whether the decision it feeds, the record it produces, and the layer where we would need to catch its failures can stay inside our company.

For example, our electronic identity verification runs on Stripe Identity, which our AML/CFT policy classes as an outsourced tool operated on our behalf. Under s.40(7) of Ireland's Criminal Justice (Money Laundering and Terrorist Financing) Act 2010, we can apply an identity-verification measure through an outsourcing service provider as long as we remain liable for any failure to apply it. However, while Stripe does the checking, the responsibility for our CDD stays with us at all times, so we keep the decision and the record inside our company. That is, the system binds each verification to a named approving administrator, potential screening matches are verified manually with a written record, and the exported verification records are retained by us in the AWS Dublin region.

We kept the application layer of our internal handbook assistant in-house with the models running on Azure OpenAI, and it proved exactly right when Azure throttled our premium-tier deployment on their side while our usage was far below its quota, and users only saw a generic "Azure responses error" with no server-side trace. Because the layer where we needed to catch that failure is ours, we added raw failure-event logging into it the same day.

*— [KEITH YUNXI ZHU](https://www.linkedin.com/in/keithyzhu), Chief Executive, TKEG Expat INC*

---

### Command Device Quality, Define External Limits

My rule is simple: keep in-house anything that decides whether your product can be trusted at its next milestone, and outsource capacity and specialized execution that can operate inside those controls. The risk rarely comes from outsourcing work. It comes from outsourcing accountability.

For a medical device company, the elements that should stay closely aligned are intended use, risk decisions, regulatory strategy, and the quality system that ties them together. Those define what you are building and how you prove it is safe. Engineering capacity, specialized integrations, and platform infrastructure can come from partners, as long as the partner works within a defined process and you own what gets delivered. Before signing, I ask three questions. Who owns the code and the documentation? Can someone outside the build understand and verify the work? If the relationship ends, what do we walk away with?

We apply the same thinking at Sequenex, from the partner side. One choice that proved right was engineering everything we deliver under the rigor of our own ISO 13485-certified quality management system, rather than adapting to whatever process each customer or contractor had. It felt like extra overhead early on. In hindsight, it is what lets our work carry forward. Startups reaching an IDE or a 510(k) often lack software teams and infrastructure, and deliverables built under a consistent quality system give their regulatory team documentation it can actually use.

We also drew a clear line on what we do not own. The customer's regulatory and quality team owns classification and submissions, and we produce the engineering deliverables that support them. Being explicit about that boundary protects both sides and keeps accountability where it belongs.

*— [Amy Neckermann](https://www.linkedin.com/in/amyneckermann/), CEO, Sequenex*

---

### Anchor Crisis Intake, Audit External Services

My rule: All first- or worst-day touches will stay at home; all other touches will be with a prime partner. That proved right.

I was a behavioral health technician. I later worked admissions. I have witnessed what happens when a 2 a.m. call is handled by someone with a script rather than a personal history. Outsourced call centers are cheap and fast to stand up. They will quietly hollow out your clinical judgment. The vendor optimizes for answer time. You need someone who can hear the difference between a family shopping for information and a mother whose son is in the car outside refusing to come in.

We kept intake and admissions internal, even when the math looked bad on paper. That proved right. When census dipped, our own coordinators could still tell us why people were calling and not converting. No dashboard from a vendor was going to surface why people were calling and not converting. An outsourced partner reports volume. I outsource payroll, IT infrastructure, and anything that's external and auditable. Your own staff will report that.

When it comes to payroll, I do it outsourced. And I do some of the revenue cycle outsourced. The stuff that's around the patient's first-worst experience is done in-house; everything else is just fair game. The long-term risk is not the vendor failing. It is that you are essentially gonna lose that muscle to vet the vendor. So my question is, "Can we bring that in-house in 90 days?" If the answer is no, I don't send it out.

*— [Michael Schaub](https://www.linkedin.com/in/michael-schaub-mha), CEO, Aura Recovery Center*

---

### Assign Company Stewardship, Delegate Throughput

The line I hold is to outsource throughput and keep judgment in-house. A partner can process volume better and cheaper than I can hire for. What I never hand off is the decision-making layer that knows why the work is done a certain way, because that is where the long-term risk hides.

I run the vendor side of this in healthcare finance, so I see how it goes wrong from both directions. A client who outsources billing and also outsources the judgment loses the ability to question the invoice. Now the vendor is the only one who understands their own revenue.

The choice that proved right was keeping a single internal owner over our outsourced functions, one person who could read the partner's output and tell whether it was good. That role felt redundant when things ran smoothly. It paid for itself the first time a partner's process drifted and someone caught it in a week instead of a quarter.

Outsource the hands. Keep the head. Handing off the judgment along with the function is the risk nobody prices in until it bites.

*— [Kyle McHenry](https://www.linkedin.com/in/kyle-mchenry-944a1546), Founder, Revenue Logic & creator of PayerLenz, PayerLenz*

---

### Secure Formula and Voice, Flex Logistics

I sort capabilities by one question: whether getting it wrong twice in a row would stop customers trusting the brand. Anything that fails that test stays in-house.

For us, that means the scent and formula work, plus the language we use with our customers. We sell to men aged 25–45 who want practical home care that fits how they see themselves, and that identity read is not something a vendor can hold for you. Get the scent profile or the tone slightly off and you have quietly repriced the brand.

Outsourcing wins on cost and flexibility, and it breaks down on consistency. The non-core work with clean, measurable output goes out: fulfilment spikes, warehousing, paid media buying, freight. Those have defined specs, so I can write an SLA around them, audit against it, and swap providers without touching the product.

The choice that held up was keeping formulation and brand voice internal while handing logistics to partners during demand spikes. We got 24/7 coverage without hiring for a peak we could not sustain, and every customer complaint about a delayed order was fixable. A complaint about the product itself would not have been.

I re-run that sort twice a year, because capabilities move categories as you grow.

*— [Roy Peer](https://linkedin.com/in/roypeer), Founder, Clean Guy*

---

### Guard Hair Advice, Build Accurate Matcher

I keep buying, the 28-product edit, and the weekday inbox in-house. I will outsource carton freight and tools that cannot misstate hair type or stock. Long-term risk rises when a partner owns the only copy of what we tell a 3B customer.

The choice that aged well was building the analyser on our range and keeping a person on anything that could invent a type, instead of handing customer advice to a generic chatbot. We ran the matcher at 99.8% across 500+ submissions, in about 30 seconds, and it still only returns four of the 28. In The UK Hair Porosity Report 2026, 61% of 1,000 UK women had never tested porosity. Hindsight is simple. Anything that sits between a customer and the wrong cream stays on our side of the wall.

*— [Emma Rusby](https://www.linkedin.com/in/emma-rusby), Director, Zenvy Beauty*

---

### Empower Teams, Invite Outside Security Tests

I wouldn't make the decision purely on short-term efficiency. Keeping important capabilities in-house builds knowledge, but it also gives people the chance to stretch, develop and take real ownership of the product. For us, that matters culturally. We want teams to feel empowered to improve what they do, deepen their expertise and see the impact of their work, rather than simply handing difficult or unfamiliar problems elsewhere.

That doesn't mean doing everything yourself. One choice that's proved valuable for us is using external specialists for independent security testing. We conduct independent penetration testing quarterly because, when you're protecting customer data, outside scrutiny is a strength. The same can apply to certain areas of testing: familiarity with your own product can sometimes give you blind spots.

The distinction for me is ownership. Keep the knowledge, customer understanding and critical decision-making close to your team, but bring in outside expertise where independence or specialist skills can genuinely make the product stronger.

*— [Sam Simpson Oldale](https://www.linkedin.com/in/sam-s-o), Head of Product Development, Tribepad*

---

### Centralize AI Features, Govern Data Semantics

I distinguish capabilities by whether they create long-term technical differentiation or long-term dependency. Capabilities that encode core business logic, proprietary data knowledge, governance, or the architecture that determines how AI systems operate should generally remain in-house. Partners are most valuable for standardized capabilities where they can provide scale, specialized expertise, or operational efficiency without becoming the sole owners of critical institutional knowledge.

One choice that proved valuable in my work was treating the reusable data and feature layer for machine learning as a core internal capability, rather than letting individual AI projects depend entirely on model-specific or externally managed pipelines. We built centralized, reusable feature infrastructure that could support multiple AI use cases while keeping feature definitions, data quality controls, lineage, and deployment patterns within the enterprise architecture.

That decision became increasingly valuable as AI adoption expanded. Instead of rebuilding similar transformations for every model, teams could reuse governed features and common infrastructure. It also reduced the risk of critical knowledge becoming fragmented across individual projects or vendors.

My rule is simple: outsource execution where appropriate, but retain ownership of the architecture, data semantics, governance, and institutional knowledge that would be expensive or risky to reconstruct later. A partner should increase your capabilities, not become a dependency you cannot unwind.

*— [Lipsa Senapati](https://www.linkedin.com/in/lipsasenapati), Data Intelligence Developer, DaVita*

---

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