Garbage in, AI out.

We fix the floor that everyone else builds on.

Backend modernization for Texas energy and healthcare. We refactor legacy database architectures and build high-throughput, compliant data pipelines to give your company a foundation that can actually support the AI era.

Audit Your Database See Day-One Move

Houston Texas Base

500-5k Mid-Market Focus

100% Paid Discovery Audit

db_telemetry.py — telemetry@konflux-node-01

$ python3 -m konflux.profiler --host tx-energy-sql04

[INFO] Connecting to legacy SQL Server instance (v11.0)...

[WARN] Target database schema initialized in 2004.

[WARN] Identified 4,102 unindexed FK constraints.

[FAIL] Active table locks: 42 blockages/min (High contention).

[FAIL] Query Latency: 4,210ms avg on EHR/SCADA joins.

$ konflux-cli migrate --blueprint=cloud-native-postgres

[PASS] Refactored schema generated: PostgreSQL 15.

[PASS] Data migration pipelines simulated (AWS Aurora).

[INFO] Predicted query throughput: +840% efficiency.

$ _

Direct Line

Connect with a Systems Architect

Skip the sales reps. Call us directly at +1 (346) 522-7360 or submit your details below to speak directly with an engineer in our Houston office about modernizing your database floor.

Mid-Market Infrastructure

Built for Texas Energy & Healthcare

We serve mid-market firms (500 to 5,000 employees) that have outgrown their backends. They run mission-critical operations on legacy systems built between 1998 and 2014, and need an infrastructure that is secure, compliant, and ready for the future.

Texas Energy Sector

Midstream, Oilfield Services & Independents

Operating legacy SCADA systems, distributed IoT endpoints, and custom ERPs. We untangle rotting databases, stabilize real-time telemetry pipelines, and move operational logs to secure cloud infrastructure.

SCADA Telemetry IoT Data Engineering Legacy ERP Pipelines

Texas Healthcare

Regional Hospitals & Multi-Clinic Groups

Managing legacy EHRs/EMRs, multi-site databases, and patient records. We redesign clinical schemas, clean duplicate patient metrics, and engineer compliant data connections that pass HIPAA audits with ease.

HIPAA Compliance EHR Integration Clinician Schema Redesign

Other Sectors We Serve

Hospitality Industry

Transitioning legacy booking engines, central reservation systems, and guest databases to high-concurrency cloud targets.

Manufacturing

Modernizing on-prem ERPs, factory telemetry/SCADA databases, and supply chain tracking logs.

Trade & Logistics

Streamlining high-frequency dispatch databases, inventory pipelines, and offline-sync mobile tools for drivers.

Professional Business Service

Modernizing document indexing databases, client portals, and secure compliance audit archives.

The Rotting Legacy Floor

Signs your business has outgrown its on-prem C#/.NET and SQL Server legacy infrastructure:

Cannot Ship New Features

A simple database column change takes three weeks of meetings because a fragile 2006 schema might collapse under production pressure.

Cannot Trust Your Data

Reports conflict, metrics are duplicated, and database locking causes queries to time out during peak operation hours.

Cannot Pass Compliance Audits

Your backend lacks proper data lineage, granular logging, or modern encryption, failing security audits for SOC2, HIPAA, or energy regulators.

Cannot Hire Engineers

Talented developers refuse to touch 20-year-old on-prem codebases, leaving you dependent on a dwindling pool of expensive consultants.

Interactive Simulator

See Our Day-One Move

We profile the database and redesign the schema for every project. No exceptions. Test our automated schema refactoring tool below to see the impact of transitioning from legacy SQL Server to modern cloud-native architecture.

Refactoring Legacy Floor Architecture...

Profiling tables and indexing constraints...

0% Complete

Database Engine Code SQL Server (Legacy)

-- Querying legacy patients and records table (No indexes)
SELECT p.PatientID, p.LastName, r.ClinicalNotes
FROM tblPatients p
INNER JOIN tblClinicalRecords r
  ON SUBSTRING(p.PatientID, 1, 10) = SUBSTRING(r.RecordCode, 3, 10)
WHERE p.Active = 1
  AND p.LastName LIKE '%Smith%'
  AND r.CreatedDate >= DATEADD(year, -12, GETDATE());
-- Lock escalation triggered on tblClinicalRecords...
                            

Real-time Query Telemetry HOUSTON-TELEMETRY

Query Latency 4.21s Unindexed string substring joins

Table Contention 92% Row lock escalated to full table locks

Throughput 120/s Max concurrent reads exhausted

Floor Health Critical High risk of transactional failure

Our Engineering Core

Fixing "The Floor"

While agency consultancies sell generic "digital transformation," we focus on structural engineering. We deliver the foundational core of your tech stack, ensuring everything above it is secure, stable, and ready to scale.

Backend Modernization

Transitioning obsolete, on-prem C#/.NET infrastructure to high-performance, containerized Python/Java services. Built native for high load, zero-downtime, and simple maintenance loops.

Database Profiling & Schema Redesign

Our day-one move for every single project, no exceptions. We find bad indices, query bottlenecks, unnormalized records, and completely rebuild schemas in secure relational environments.

Day-One Move

Cloud Architecture

Building resilient, multi-region compliant cloud environments from scratch on AWS, Azure, or GCP. Designed for localized latency needs and direct compliance standards.

Data Pipeline Engineering

Engineering resilient, high-volume telemetry and integration pipelines. Custom built to process SCADA feeds, EHR systems, IoT streams, and legacy SQL exports reliably.

CI/CD & Infrastructure as Code

Defining your environment configuration in clean code (Terraform). We enforce automated deployment pipelines to ensure consistency across staging, testing, and production environments.

Security & Compliance Audits

We clean patient databases for regional healthcare networks and isolate sensitive midstream energy SCADA logs, bringing your backend structures up to modern audit compliance.

Phase 2 Execution

What We Build On Top

We only build the visible application layer *after* the foundational floor is structurally sound. Once your database query metrics are optimized and backend data pipelines are resilient, we deliver high-performance visual portals:

Full-Stack Portals: Custom React and Angular platforms linked directly to optimized backend architectures.
Offline-Sync Mobile Apps: Native tools for field workers and technicians in areas with limited connectivity.
Clinician & Patient Interfaces: Clean interfaces displaying HIPAA-compliant data extracted directly from secure databases.
Operational Dashboards: Real-time visualizations showing active telemetry lines, pipeline volumes, and network alerts.

Visible Layer

React/Angular Portals, Offline-Sync Mobile Apps, EHR Clinical Portals

User Facing

Data Pipelines & APIs

Kafka, SCADA Log Collectors, HIPAA-compliant REST/gRPC Gateways

Integration

Foundational Backend Floor

AWS/Azure PostgreSQL schemas, Terraform Infrastructure, Python/Java services

Core Floor

Hover over the stack layers to visualize the system architecture hierarchy.

Reference Blueprint

Legacy to Cloud Target Architecture

A typical database pipeline blueprint designed by Konflux. We transition legacy on-prem systems (MS SQL Server 2008 R2) to AWS Cloud-native PostgreSQL nodes via CDC pipelines, Schema conversion tools, and spark-based validation nodes.

B2B Cloud Database Pipeline Architecture Blueprint

Operating Framework

How We Work

We are built for buyers who have been burned by massive agency consultancies that deliver over-promised slides and under-engineered frontends on rotting codebases.

Architecture-First

The technical blueprint, database schemas, and data pipelines are fully designed, documented, and signed off before a single line of frontend code is written.

Senior-Led Pods

Every engagement is staffed with 1 systems architect, 1 senior backend engineer, and 1 senior frontend engineer. No juniors, no outsourcing, no bloated project teams.

Paid Discovery

We operate on Time & Materials (T&M) starting with a paid, 3-week discovery scope to profile your databases, audit schemas, and identify lock contentions.

No Compromises

We refuse fixed-bids, body-shopping resource requests, lift-and-shift operations, or building skin-deep dashboard layouts over broken database schemas.

Core Beliefs

The Konflux Heresies

We grew tired of watching companies pour millions into "AI strategies" and expensive frontend redesigns, only to watch them collapse because their underlying database query engine was built in 2004. So we founded Konflux Data to build a real foundation first.

Heresy 01

AI is downstream of data.

You cannot build a predictive AI workflow over a rotting database. The smartest models in the world are useless if your core database suffers from write locks, dirty reads, and bad query indexes.

Heresy 02

Digital transformation is a buzzword for cloud licenses.

Most consultancies recommend expensive software subscriptions to hide legacy design flaws. We write custom code, streamline database schemas, and optimize architecture to minimize cloud bills.

Heresy 03

Bad data with a beautiful UI is worse than bad data with no UI.

A dashboard that renders clean charts in 100ms using incorrect or duplicated database metrics is dangerous. We fix the data before we polish the pixels.

Heresy 04

Multi-cloud is usually theater for mid-market Texas firms.

Unless you have strict geopolitical boundaries, designing a multi-cloud network adds massive complexity and overhead. One region, well-configured on a single provider, is the fastest path to reliability.

Interactive Evaluation

Audit Your Legacy Stack

Take 60 seconds to evaluate the health of your current backend database floor, calculate your tech debt score, and estimate the scope of a Paid Discovery Audit.

Question 1 of 3

What is your primary operating sector?

Texas Energy Sector

Midstream, oilfield services, distributed SCADA systems

Texas Healthcare Network

Regional hospitals, multi-clinic specialties, EHR systems

What is the core of your legacy database engine?

On-Prem MS SQL Server / .NET

Legacy database setup managed internally (1998–2014)

Legacy EHR / EMR Database

Fragile EHR systems or clinical database frameworks

Custom ERP / Access Databases

Excel-driven pipelines or internal data sheets

Unindexed Cloud Migrations

Lift-and-shift VMs running slow cloud database instances

What is your primary backend pain point?

Cannot Ship Features

Simple schema column alterations take weeks to deploy

Query Contention & Locks

System locks up or times out during peak read-write loads

Compliance Audit Failures

Struggling with SOC2, HIPAA, or energy pipeline data rules

Hiring Challenges

Talented modern developers refuse to touch the legacy code

Legacy Debt Risk

85/100

HIGH CONTENTION RISK

Your database floor requires immediate isolation, profiling, and schema redesign.

Book a 3-Week Database Audit

Submit your details below to receive a custom scoping blueprint and schedule a paid discovery session with a senior systems architect.

Contact Konflux

Ready to Fix Your Floor?

Let's audit your legacy infrastructure. Our senior pod starts with a paid 3-week database and schema profiling discovery. Call us directly at +1 (346) 522-7360 or submit your details below.