Startups

The changing cloud landscape: From observability to optimization

Comment

Girl Painting The Wall From Cloudy To Clear Blue Sky; cloud optimization
Image Credits: Carlo Prearo / EyeEm (opens in a new window) / Getty Images

Chelsea Goddard

Contributor

Chelsea Goddard is an early-stage investor based in San Francisco excited about the future of software and space technology.

Over the last few years, cloud computing has grown more expensive than ever. Initially drawn to the promise of cutting costs on infrastructure spend, companies far and wide flocked to behemoths like AWS and Google Cloud to host their services. Technical teams were told this would reduce engineering costs and increase developer productivity, and in some cases it did.

Fundamental shifts in AI/ML were made possible by the ability to batch jobs and run them in parallel in the cloud. This reduced the amount of time it took to train certain types of models and led to faster innovation cycles. Another example was the shift in how software is actually architected: from monolithic applications running on VMs to a microservices and container-based infrastructure paradigm.

Yet, while the adoption of the cloud fundamentally changed how we build, manage and run technology products, it also led to an unforeseen consequence: runaway cloud costs.

Total enterprise spend in billions.
Total enterprise spend in billions. Numbers are approximated based on data from Synergy Research Group. Image Credits: Chelsea Goddard

While the promise of spending less spurred companies to migrate services to the cloud, many teams didn’t know how to do this efficiently and, by extension, cost-effectively. This created the first up-front investment opportunity we have seen behind the recent surge in venture funding to cloud observability platforms like Chronosphere ($255 million), Observe ($70 million) and Cribl ($150 million).

The basic thesis here is simple: If we provide visibility into what services cost, we can help teams reduce their spend. We can liken this to the age-old adage that goes something like, “You cannot change what you cannot see.” This has also been the primary driver for larger companies acquiring smaller observability players: to reduce the risk of churn by baiting customers with additional observability features, then increase their average contract value (ACV).

Sample of cloud observability funding landscape
Sample of cloud observability funding landscape. See data here. Image Credits: Chelsea Goddard

The current market bodes well for observability product offerings. According to Flexera’s State of the Cloud Report, “roughly 77% of IT professionals with more than $2 million in cloud costs said they were surprised by how much they spent [on cloud costs].” We have also read that “70% of companies using the cloud plan to increase their budgets in the [near] future.”

The opportunity for venture-backed startups is clear, with strong demand, increasing competition and chances of a billion-dollar exit. However, it also implies the byproduct of having too many tools to choose from: analysis paralysis.

Yet, interestingly enough, product fatigue does not mean the problem has been solved. Instead, it points to a clear need for observability platforms that go a step beyond monitoring. This is precisely why optimization tools will be the next wave of product innovation for companies thinking about cloud infrastructure best practices.

Monitoring tools largely don’t offer optimization. Technical features like visibility, chargeback and allocations give users insight to help lower costs, but they do not optimize or automate where you need to focus efforts or reallocate resources to lower costs and increase efficiency. That is why optimization is the top cloud initiative, per survey respondents in Flexera’s report.

Optimizing existing use of cloud (cost savings) is top cloud initiative.
Optimizing existing use of cloud (cost savings) is top cloud initiative. Data sourced from Flexera 2022 Cloud Spend Report. Image Credits: Chelsea Goddard

Engineering managers face another problem — the bespoke approach to solving large-scale, combinatorial optimization problems. This reminds me of how companies used to solve payments before Stripe, or messaging before Twilio. Every company’s engineering team stood up a unique solution to a common problem. Once there was an easy-to-use developer choice, this painful process was happily outsourced to the companies we know and trust today.

This leads to the crux of my thesis: Once we are past this wave of cloud and edge initiatives, infrastructure investment will shift toward the next set of strategic enterprise priorities, automation and optimization. Further, developer tooling that enables customers to cut costs and increase responsiveness are particularly well positioned to win.

Another, more controversial, opinion is that while in other sectors, point solutions can be limited to capturing a market, in the optimization space you actually want something that looks like a point solution. This is because large enterprise organizations like Apple and Google have already spent millions of dollars setting up their own observability platforms. While they are unlikely to outsource all of their observability spend, they are likely to outsource their optimization and automation spend. In fact, we should assume that for more cloud-forward companies, this is already a top priority.

Top three categories of investment expected to increase are all linked to optimization.
Top three categories of investment expected to increase are all linked to optimization. Image Credits: Chelsea Goddard

Sync Computing, which recently raised a Series A, is an excellent example of a startup well positioned to win in this new paradigm. It helps engineering teams programmatically optimize their cloud configurations, resulting in lower cloud costs. Recently, Sync announced an “Autotuner API,” which will enable developers to generate a prediction of “optimized recommendations for their Spark job running on AWS or Databricks.” As the market matures, we should expect to see more observability incumbents launch optimization features that directly integrate with solutions like Sync.

In conclusion, optimization is the next big thing in cloud management, because organizations will continue to look for ways to cut costs, and optimization tooling offers a clear solution. As cloud infrastructure best practices mature, engineering managers will vie for their team to adhere to industry standards that combine automation and optimization workflows.

Further, the growing adoption of machine learning means companies will continue to run large and expensive jobs in the cloud, mostly for faster recommendations (at the consumer level) and response times (at the product level). This will require proactive recommendations (optimization), not just reactive alerting (observability).

Lastly, optimization, unlike observability, has a low barrier to adoption for large and small companies alike. This places optimization tools at the center of the spotlight.

Disclaimer: The thoughts and opinions expressed in this article were authored independently of Sync Computing and Space Capital, and only represent the views of the author.

More TechCrunch

Silo, a Bay Area food supply chain startup, has hit a rough patch. TechCrunch has learned that the company on Tuesday laid off roughly 30% of its staff, or north…

Food supply chain software maker Silo lays off ~30% of staff amid M&A discussions

Featured Article

Meta’s new AI council is composed entirely of white men

Meanwhile, women and people of color are disproportionately impacted by irresponsible AI.

7 hours ago
Meta’s new AI council is composed entirely of white men

If you’ve ever wanted to apply to Y Combinator, here’s some inside scoop on how the iconic accelerator goes about choosing companies.

Garry Tan has revealed his ‘secret sauce’ for getting into Y Combinator

Indian ride-hailing startup BluSmart has started operating in Dubai, TechCrunch has exclusively learned and confirmed with its executive. The move to Dubai, which has been rumored for months, could help…

India’s BluSmart is testing its ride-hailing service in Dubai

Under the envisioned framework, both candidate and issue ads would be required to include an on-air and filed disclosure that AI-generated content was used.

FCC proposes all AI-generated content in political ads must be disclosed

Want to make a founder’s day, week, month, and possibly career? Refer them to Startup Battlefield 200 at Disrupt 2024! Applications close June 10 at 11:59 p.m. PT. TechCrunch’s Startup…

Refer a founder to Startup Battlefield 200 at Disrupt 2024

Social networking startup and X competitor Bluesky is officially launching DMs (direct messages), the company announced on Wednesday. Later, Bluesky plans to “fully support end-to-end encrypted messaging down the line,”…

Bluesky now has DMs

The perception in Silicon Valley is that every investor would love to be in business with Peter Thiel. But the venture capital fundraising environment has become so difficult that even…

Peter Thiel-founded Valar Ventures raised a $300 million fund, half the size of its last one

Featured Article

Spyware found on US hotel check-in computers

Several hotel check-in computers are running a remote access app, which is leaking screenshots of guest information to the internet.

11 hours ago
Spyware found on US hotel check-in computers

Gavet has had a rocky tenure at Techstars and her leadership was the subject of much controversy.

Techstars CEO Maëlle Gavet is out

The struggle isn’t universal, however.

Connected fitness is adrift post-pandemic

Featured Article

A comprehensive list of 2024 tech layoffs

The tech layoff wave is still going strong in 2024. Following significant workforce reductions in 2022 and 2023, this year has already seen 60,000 job cuts across 254 companies, according to independent layoffs tracker Layoffs.fyi. Companies like Tesla, Amazon, Google, TikTok, Snap and Microsoft have conducted sizable layoffs in the first months of 2024. Smaller-sized…

13 hours ago
A comprehensive list of 2024 tech layoffs

HoundDog actually looks at the code a developer is writing, using both traditional pattern matching and large language models to find potential issues.

HoundDog.ai helps developers prevent personal information from leaking

The changes are designed to enhance the consumer experience of using Google Pay and make it a more competitive option against other payment methods.

Google Pay will now display card perks, BNPL options and more

Few figures in the tech industry have earned the storied reputation of Vinod Khosla, founder and partner at Khosla Ventures. For over 40 years, he has been at the center…

Vinod Khosla is coming to Disrupt to discuss how AI might change the future

AI has already started replacing voice agents’ jobs. Now, companies are exploring ways to replace the existing computer-generated voice models with synthetic versions of human voices. Truecaller, the widely known…

Truecaller partners with Microsoft to let its AI respond to calls in your own voice

Meta is updating its Ray-Ban smart glasses with new hands-free functionality, the company announced on Wednesday. Most notably, users can now share an image from their smart glasses directly to…

Meta’s Ray-Ban smart glasses now let you share images directly to your Instagram Story

Spotify launched its own font, the company announced on Wednesday. The music streaming service hopes that its new typeface, “Spotify Mix,” will help Spotify distinguish its own unique visual identity. …

Why Spotify is launching its own font, Spotify Mix

In 2008, Marty Kagan, who’d previously worked at Cisco and Akamai, co-founded Cedexis, a (now-Cisco-owned) firm developing observability tech for content delivery networks. Fellow Cisco veteran Hasan Alayli joined Kagan…

Hydrolix seeks to make storing log data faster and cheaper

A dodgy email containing a link that looks “legit” but is actually malicious remains one of the most dangerous, yet successful, tricks in a cybercriminal’s handbook. Now, an AI startup…

Bolster, creator of the CheckPhish phishing tracker, raises $14M led by Microsoft’s M12

If you’ve been looking forward to seeing Boeing’s Starliner capsule carry two astronauts to the International Space Station for the first time, you’ll have to wait a bit longer. The…

Boeing, NASA indefinitely delay crewed Starliner launch

TikTok is the latest tech company to incorporate generative AI into its ads business, as the company announced on Tuesday that it’s launching a new “TikTok Symphony” AI suite for…

TikTok turns to generative AI to boost its ads business

Gone are the days when space and defense were considered fundamentally antithetical to venture investment. Now, the country’s largest venture capital firms are throwing larger portions of their money behind…

Space VC closes $20M Fund II to back frontier tech founders from day zero

These days every company is trying to figure out if their large language models are compliant with whichever rules they deem important, and with legal or regulatory requirements. If you’re…

Patronus AI is off to a magical start as LLM governance tool gains traction

Link-in-bio startup Linktree has crossed 50 million users and is rolling out the beta of its social commerce program.

Linktree surpasses 50M users, rolls out its social commerce program to more creators

For a $5.99 per month, immigrants have a bank account and debit card with fee-free international money transfers and discounted international calling.

Immigrant banking platform Majority secures $20M following 3x revenue growth

When developers have a particular job that AI can solve, it’s not typically as simple as just pointing an LLM at the data. There are other considerations such as cost,…

Unify helps developers find the best LLM for the job

Response time is Aerodome’s immediate value prop for potential clients.

Aerodome is sending drones to the scene of the crime

Granola takes a more collaborative approach to working with AI.

Granola debuts an AI notepad for meetings