Time is Money. How Data Observability is Your Business’ 401k
Wei Wen Chen
I write about data management, analytics, artificial intelligence and machine learning. Please connect with me and we will learn and grow together.
From my own experience, I can't stress enough how time is a resource that, once spent, you can never get back. It's like investing for retirement, the earlier you start, the more you benefit from the compounding effects. The same principle applies to business operations. The sooner you implement effective #dataobservability, the sooner you can reap the benefits, such as spend intelligence and cost reduction, and redirect those savings toward your pricey upcoming groundbreaking AI initiatives. ??
How Spend Intelligence is a High Return Investment
Spend Intelligence or Financial Allocation is just one of the 5 data observability pillars that Gartner indicates that a comprehensive Enterprise Data Observability should cover.
Spend intelligence typically involves using a tool like a cost explorer and trend dashboards to track and analyze spend and utilization. It provides granular insights into costs by resource, warehouse, business owner, users/account, and query. This would eliminate waste by rapidly discovering ways to lower unexpected expenses by identifying over provisioned and unused resources in high value, but potentially high cost, compounding tools like Databricks and Snowflake .
The awareness allows you to detect anomalies, use guardrails and eliminate cost overruns by proactively detecting unusual patterns such as cost spikes, prolonged jobs/queries and determine underlying causes. You can identify missing or poorly configured safeguards to prevent or limit costly unintentional errors. A robust Data Observability platform will also alert you to ensure you keep up with latest best practices and release notes, and validate your configurations to prevent cost or security concerns.
Finally an exceptional platform will give you confidence in your spend plan by supporting department/project level chargeback & budgeting to analyze contract plans, forecast spending, and optimize cost allocation for departmental budgets. You can then use baselines to efficiently allocate funds to business entities.
The High Price of Inefficiency
In the fast-paced, data-driven world we live in, poor data management is like throwing money out the window. Every inefficient query or process is a missed opportunity, a bit of time and money that you'll never get back. According to IBM, the U.S. economy loses around $3.1 trillion per year due to poor data quality. That's a staggering figure and a wake-up call for all of us.
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Data Observability as Your Financial Advisor
Just as a financial advisor helps you understand your investments and guides you toward a secure retirement, data observability gives you a comprehensive view of your data's health, quality, and lineage. This is crucial for spend intelligence, the practice of understanding and optimizing your company's expenditures. Gartner reports that companies implementing spend intelligence solutions have seen a 15-20% reduction in operating costs within the first year.
Don't Miss the Compounding Benefits
The benefits of data observability are clear, but what's often underestimated is the urgency to act now. It's like retirement investing; the longer you wait, the more you miss out on the compounding effects and benefits. The savings you accrue from improved data management today can be invested in future-forward initiatives like AI, which according to McKinsey, can increase revenue by 20-25%.
More Than Just Savings
Beyond cost reduction, data observability also brings other invaluable benefits like data reliability. Reliable data is the cornerstone of any successful business operation. The sooner you ensure data reliability, the sooner you can avoid costly downstream impacts or missed opportunities.
Act Now, Thank Me Later
So, if you're still on the fence about investing in data observability, consider this your gentle nudge. Just like with retirement, the sooner you start, the greater the benefits you'll reap down the line. Don't let another second tick away on missed opportunities and inefficiencies. There is no better time to act than now ??
Love the analogy of the running faucet!! So true!! It’s so obvious! Wouldn’t you want to turn off unnecessary wasteage?!!
I write about data management, analytics, artificial intelligence and machine learning. Please connect with me and we will learn and grow together.
1 年Do you think you’d like to save some money? <asking for a friend ??> Mike McQuaid Brian Glickman Jerome Lintz. Seriously though, do reach out if you’d like to learn more about Enterprise Data Observability