01
Sub-second platforms
Cached aggregates, materialized views, semantic layer.
Web Development
Data driven Web Applications.
Data apps that ship answers.
Customer-facing dashboards, executive reporting portals, internal analytics — sub-second queries on millions of rows, drill-down stories, exports that work, and BigQuery-native integrations.
<1s
P95 query
100%
Metric alignment
8×
Decision velocity
−64%
Analyst queue
Trusted by enterprises
Aaj Tak◆
Times of India◆
BJP◆
Beyond Reach Premiere League◆
Red Fm◆
Wellness Fuel◆
Junior Cricket Championship◆
ON Energy◆
ORYZO AI◆
Nursing Sarathi◆
Baatshala Ai◆
The Traffic People◆
Aaj Tak◆
Times of India◆
BJP◆
Beyond Reach Premiere League◆
Red Fm◆
Wellness Fuel◆
Junior Cricket Championship◆
ON Energy◆
ORYZO AI◆
Nursing Sarathi◆
Baatshala Ai◆
The Traffic People◆
Aaj Tak◆
Times of India◆
BJP◆
Beyond Reach Premiere League◆
Red Fm◆
Wellness Fuel◆
Junior Cricket Championship◆
ON Energy◆
ORYZO AI◆
Nursing Sarathi◆
Baatshala Ai◆
The Traffic People◆
Service overview
Engineering data driven web applications
Data-driven web apps where the dashboard is the product, not a screenshot in a deck. Sub-second query times on millions of rows, drill-down stories that match the way decision-makers actually think, exports that work, and embedded analytics wherever your product needs it.
We sit between your warehouse and your users, building the cache + query layer that turns raw data into answers.
Practice signalsSenior-ledWeekly demosCode review on every PRProduction on-call
01
<1s
P95 query
On million-row aggregates
02
100%
Metric alignment
Single source of truth
03
8×
Decision velocity
Self-serve dashboards
04
−64%
Analyst queue
Less one-off SQL requests
Business challenges we solve
What keeps teams shipping data driven web applications.
Dashboards that take 25 seconds to load on million-row datasets
Reports that contradict each other across teams
Embeds that don't survive the column rename cycle
Excel exports broken in half the locales you sell into
User trust collapsing because definitions drift
Decision latency driven by analyst queue length
Why choose this service
Three senior-led practice lines.
Outcome-anchored, owned by a practice lead with clear accountability, weekly demos, and the kind of code review culture you'd build internally if you had a year.
02
Customer-facing embed
Multi-tenant, RBAC, white-labeled analytics.
03
Drill-down stories
Narrative-driven dashboards, not raw data dumps.
Key features
What ships, by default in every engagement.
F·01
Cached aggregates
Materialized views, incremental refresh, semantic layer.
F·02
Embedded analytics
Multi-tenant, RBAC, white-labeled, iframe-able.
F·03
Drill-down narratives
Cohort deep-dives, anomaly explanations, AI summaries.
F·04
Exports
CSV / XLSX / PDF, locale-aware, RBAC, scheduled delivery.
F·05
Defined metrics
Single source of truth, semantic layer, lineage tracking.
F·06
Self-serve filters
Cubes, dimensions, time ranges, custom segments.
Benefits & business outcomes
Numbers senior clients measure.
Query speed
Sub-second on millions of rows
<1s P95
Outcome · 01
User trust
Metric definitions aligned across teams
100% alignment
Outcome · 02
Decision velocity
Self-serve dashboards replace analyst queue
8× faster
Outcome · 03
Development process
Senior squads. Tight loops. Code every day.
01
Week 1Metrics definition
Semantic layer, source of truth, lineage.
02
Week 2Data modelling
Warehouse schema, materialized views, caching.
03
Week 3–6Build app
Embedded analytics, drill-downs, exports, RBAC.
04
Week 7+Launch + monitor
Perf budgets, RUM, slow query alerts.
Technologies we use
The stack we ship in production.
Layer · 01
Warehouse
BigQuery
Snowflake
Redshift
Databricks
Layer · 02
Semantic
dbt
Cube
LookML
Hex
Layer · 03
Frontend
Next.jsEmbeddable charts
ReactPlotly
Industries we serve
Verticals where we've shipped, not where we dabble.
V·01
SaaS
Embedded customer analytics, MRR / churn / cohort
Signal<1s P95 query
V·02
E-commerce
Sales, inventory, cohort, marketing attribution
Signal100% Metric alignment
V·03
FinTech
Trading, risk, customer analytics
Signal8× Decision velocity
V·04
Healthcare
Population health, ops, quality metrics
Signal−64% Analyst queue
V·05
Manufacturing
OEE, throughput, energy
Signal<1s P95 query
V·06
Logistics
Fleet, dispatch, on-time perf
Signal100% Metric alignment
Why Abstriq
Built for teams who ship fast in production.
We're not a body shop or a freelance marketplace. We run a senior-heavy engineering org with clear practice leads, real code review, and real on-call coverage.
Signal
<1s
P95 query
Signal
100%
Metric alignment
Signal
8×
Decision velocity
Signal
−64%
Analyst queue
Vertical AI, not just LLMs
We build agents that actually move numbers — wired into your systems, your data, your workflows.
Ship in weeks, not quarters
Small senior squads, tight feedback loops, code-merge every day, demo every week.
Industrial-grade rigor
From PLCs to SOC2 — production safety, observability, and resilience baked in.
One team across four worlds
Web, mobile, AI, and industrial under one roof — no vendor ping-pong.
FAQs
The questions we hear most.
If yours isn't here — ping us and we'll reply with specifics on your stack.
01Which warehouse?
BigQuery / Snowflake / Redshift / Databricks — we pick on cost-of-query, ecosystem, and your team's familiarity. We lay out a 1-pager in week one.
02Embedded analytics vs standalone?
Embedded when the dashboard is part of the product UX; standalone for internal ops. Same tech, different auth model.
03Metric definitions drift — how do you fix?
Semantic layer is the contract. Definitions live in code, version-controlled, with lineage to the warehouse. Dashboards break loudly when definitions change.
04What about AI-generated narrative reports?
Built-in by default — anomaly detection, exec narrative summary, root-cause hints. Fine-tuned on your domain.
Free consultation
Ready to ship data driven web applications?
Tell us the problem — proposal in under 48 hours. NDA-friendly by default, senior-led, and we typically walk you through a proof-of-concept before the engagement closes.
Reply in 24hNDA-friendlySenior-ledProduction on-call