Data Infrastructure Engineering for Energy & Utilities
A missed meter reading doesn't disappear, it shows up as an estimated bill and a complaint. We build the database performance, real-time ingestion, and reliability engineering that keeps utility data trustworthy from the meter to the bill.
Where Utility Data Infrastructure Actually Breaks
Utilities generate operational data at a volume and pace that catches legacy systems off guard, smart meter reads arriving every 15 minutes instead of once a month, grid telemetry streaming continuously, asset and work order data spread across a CIS, a GIS, and an ERP that don't talk to each other cleanly. When the pipeline behind billing or outage detection wasn't built for that volume, reads arrive late, get processed twice, or silently drop, and nobody notices until a customer disputes an estimated bill or an outage takes longer to detect than it should.
Not every fix is a platform replacement. Sometimes it's the specific query or partitioning strategy failing under real meter counts. Sometimes it's CDC and streaming for the telemetry that genuinely needs near-real-time freshness, while monthly reporting stays batch.
We scope database performance, real-time infrastructure, and reliability monitoring to the specific meter, billing, or telemetry pipelines carrying the risk, not a full CIS or asset management rebuild.
Five Problems We See Repeatedly, and How We Handle Them
Real scenarios, not a checklist of generic capabilities.
A billing database that handled monthly meter reads fine starts timing out once smart meters begin reporting every 15 minutes across the same customer base.
We profile the actual query plan and partitioning strategy and fix the specific bottleneck, instead of resizing the instance and hoping it holds.
Database EngineeringSmart meter and grid telemetry arrive on a batch pipeline built for monthly manual reads, so an outage or usage anomaly isn't visible until hours after it happened.
We build CDC and streaming infrastructure scoped to the telemetry that actually needs near-real-time visibility for outage detection and usage alerts.
Real-Time Data EngineeringA billing reconciliation report doesn't match metered usage every month, and nobody can say whether it's a missed read, a duplicate, or an interval bug.
We build freshness, volume, and reconciliation checks on top of the meter data pipeline, so the discrepancy gets traced to its source instead of written off as noise.
Data ReliabilityAsset and work order data lives across a CIS, a GIS, and an ERP that don't talk to each other, so a field crew works from information that's already out of date.
We integrate the systems against their actual data, not a manual export and import process someone maintains by hand.
ERP & CRM Data IntegrationLoad and demand forecasting still runs on last year's seasonal averages, so generation and procurement get planned against a number nobody's updated.
We build demand forecasting models off your actual usage and weather data, so generation and procurement planning works from a current forecast, not last year's curve.
Data AnalyticsTechnology We Work In
PostgreSQL and MySQL for billing and asset data, Kafka for telemetry streams, TimescaleDB for interval meter data, and Kubernetes for deployment.
We work hands-on with: PostgreSQL, MySQL, Kafka, TimescaleDB, Kubernetes.
What's Included, By Category
Database & Performance Engineering
- Query optimization and partitioning for high-volume meter and billing tables
- Connection pooling and resource tuning under real meter-count load
- Replication, failover, and backup/recovery for billing-critical systems
- Cost right-sizing for meter and telemetry data infrastructure
Real-Time & Telemetry Infrastructure
- CDC and event-driven pipelines on Kafka for smart meter and grid telemetry data
- Freshness, volume, and reconciliation monitoring for billing accuracy
- Outage and usage-anomaly detection infrastructure built on current, not hours-old, data
- Database performance tuning for high-throughput telemetry ingestion
Modernization & Integration
- Incremental CIS (customer information system) and legacy billing modernization
- CIS, GIS, and ERP integration for asset and work order data
- Data warehouse and analytics infrastructure for regulatory and usage reporting
- Cloud data infrastructure cost optimization at utility scale
Market Segments Served
We work with energy and utility companies where meter data volume or accuracy is the actual risk.
- Utilities and energy providers running billing on smart meter or AMI data
- Grid operators needing faster telemetry visibility for outage detection
- Utilities whose billing reconciliation doesn't match metered usage month to month
- Teams migrating off a legacy CIS or asset management system
- Utilities integrating CIS, GIS, and ERP systems that don't currently talk to each other
- Regulatory reporting teams whose database can't keep up with growing meter counts
Delivery Lifecycle
Discovery & Assessment
We review your meter and billing pipeline, database performance, and where reconciliation currently breaks, and identify what's actually driving the risk.
Architecture & Design
We design the fix for your highest-risk gaps first, with an explicit call on what needs real-time infrastructure versus what batch already handles fine.
Build & Integration
We implement the database, streaming, or integration changes end to end, integrated with the CIS, GIS, or ERP systems already in place.
Testing & Validation
We validate against real meter volume and telemetry patterns, not a synthetic load test, before it touches production billing.
Launch & Ongoing Coverage
We document runbooks, train your team to run what we built, and stay on retainer for incidents and the next scale milestone.
Why Utility Teams Work With Us
Depth Across the Whole Stack, Not Just One Layer
A billing vendor fixes the platform. A database consultant tunes queries. We bring database, real-time, reliability, and integration engineering as one team, so a problem that crosses two systems doesn't fall into the gap between vendors.
A Team, Not One Person's Calendar
A single in-house hire means business hours and one person's availability, with everything waiting when they're out. We bring a team behind every engagement, so a billing or outage incident doesn't wait on someone's vacation.
Scoped to the Actual Problem, Not a Fixed Package
Every engagement starts with a diagnostic against your real meter and billing data, not a generic utility audit. You get a prioritized list of what's actually wrong before committing to fix it.
No Dependency by Design
Runbooks and documentation are part of the deliverable, so your team can run what we build without staying on retainer forever. If ongoing coverage is still the right call, we'll say why.
Related Services
Frequently Asked Questions
Find Out Where Your Meter Data Actually Breaks
We schedule a call to hear what's going on, then a second call to review your pipelines and tell you directly which gaps carry real risk.