Reimagining growth.
Vietnam's #1 Marketing Analytics Agency for Commercial Clarity.
Digital Squad turns fragmented marketing evidence into a dependable view of demand, conversion and revenue for Vietnam and APAC teams. Web, media, messaging, CRM and offline sales signals are reconciled with governed definitions, so Ho Chi Minh City, Hanoi, national and regional decisions reflect customer value rather than disconnected platform numbers.
Trusted by 450+ clients over 19 years across APAC
One of Vietnam's Leading Data Analytics Agencies — AI-Powered Measurement Built for Revenue Clarity.
Digital Squad treats data as infrastructure, not a reporting afterthought. Over 19 years and across 450+ client engagements, we've built a measurement framework that combines AI-powered attribution modelling, custom analytics architecture, and executive-ready dashboards to translate raw data into actionable commercial insight — across every channel you invest in.
Vietnam growth teams need a measurement system that connects mobile platforms, web, CRM, sales and offline outcomes without implying certainty the data cannot support. We establish shared definitions across Vietnamese and English journeys, then make Ho Chi Minh City, Hanoi and national performance visible where geography improves a commercial decision. Vietnam measurement frequently needs to reconcile web and media data with messaging, distributor, store or salesperson outcomes that are not captured by a conventional digital funnel.
From multi-touch attribution models to full-funnel pipeline visibility, we build integrated measurement systems that connect marketing activity to business outcomes — so every decision is grounded in evidence, not assumption.
Framework-first thinking
We turn fragmented marketing data into decision infrastructure. Reliable tracking, shared definitions, connected sources, attribution assumptions, dashboards and review rhythms are designed around the questions leaders need to answer, so teams can see where demand progresses, where value is lost and which investment should change next. The same discipline supports decisions across every relevant market.
The Vietnam analytics framework starts with outcomes, events, consent, identity and ownership. Collection, platform data, CRM integration, offline conversion, attribution and executive reporting are designed together. This gives local and regional teams a reliable basis for budget and pipeline decisions while keeping limitations visible. The architecture assigns durable identifiers and return paths only where consent and operational systems permit them, documenting blind spots instead of inventing precision through modelled attribution.
Strategic Analytics Architecture
Analytics isn't just tracking visits—it's building intelligence infrastructure. We design measurement frameworks that connect marketing activities to revenue outcomes, implementing cross-channel tracking, conversion attribution, and customer journey analytics. Our systems answer strategic questions: which channels drive revenue, what content converts prospects, where pipeline stalls, and how marketing investments perform.
Advanced Attribution Modelling
Marketing attribution reveals true channel performance beyond last-click metrics. We implement sophisticated attribution models—first-touch, multi-touch, time-decay, and algorithmic—that accurately credit marketing touchpoints throughout customer journeys. Our frameworks connect advertising spend, content engagement, and sales activities to revenue outcomes, enabling intelligent budget allocation.
Predictive Analytics & AI Intelligence
We deploy machine learning models that predict customer behaviour, forecast campaign performance, and identify optimisation opportunities. Our predictive frameworks analyse historical data to anticipate conversion probability, customer lifetime value, churn risk, and campaign ROI—enabling proactive strategy adjustments before performance declines.
Executive Intelligence Dashboards
A dashboard can mislead when platform, language and sales stages use different definitions. We align the measures, preserve source and journey context and connect offline outcomes, helping teams compare Vietnam performance without collapsing distinct B2B, consumer and city buying motions into one blended conversion rate. Decision views preserve those differences while maintaining one governed commercial definition. Leadership views can compare Ho Chi Minh City, Hanoi and national activity when service or sales coverage differs, while operational teams retain the event-level detail needed to fix leakage.
We make marketing and revenue evidence in Vietnam usable for the decisions that matter, from measurement design through commercial insight.
Phase 1
Analytics Audit & Strategy Design
We inventory Vietnam data sources, consent, tagging, CRM stages, offline outcomes, language fields, definitions, owners and access. The audit traces where customer evidence is lost or contradicted across platforms and teams, then ranks the integrations and governance decisions required before attribution or forecasting can be trusted. Workshops compare platform definitions with CRM stages and frontline practice, exposing situations where the same label represents different customer quality or no verified outcome at all.
Outcome: Analytics strategy document with tracking specifications, KPI definitions, and implementation roadmap.
Phase 2
Implementation & Integration
We configure analytics platforms, implement tracking code, set up conversion goals, and integrate data sources—building complete measurement infrastructure.
Outcome: Fully functional analytics system capturing comprehensive data across marketing channels.
Phase 3
Dashboard Development & Training
We build custom dashboards, configure automated reports, and train your team on analytics interpretation and strategic application.
Outcome: Executive dashboards delivering actionable intelligence with team capability to leverage insights.
Phase 4
Ongoing Optimisation & Intelligence
We monitor data quality, definition drift, attribution assumptions and the decisions made from each view. Reporting evolves as teams learn, with Vietnamese and English, digital and offline, and local or regional outcomes interpreted against customer value rather than presented as isolated dashboard movement. Data-quality alerts and owner reviews precede performance interpretation, ensuring budget changes are not triggered by a broken tag, delayed offline upload or altered sales-stage rule.
Outcome: Continuous intelligence flow informing strategy adjustments and optimisation priorities.
Trusted by people just like you.
Anvesh Katuri
Founder at Hyperios
“From branding to execution, the team delivered clarity and strategy beyond expectations. Within 3 weeks we ranked on page one across 7 markets for competitive generative AI terms.”
Ben Tan
KrisShop, Singapore Airlines
“After years of struggling with negative ROAS across multiple agencies, this was the first team that actually turned things around. The difference was night and day.”
Joanna Du
Head of Marketing at Cahoot
“The team brought strategic clarity we had never experienced before. Their SEO insights reshaped our entire content approach and quickly lifted visibility across our core programmes.”
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FAQ
Frequently asked questions
Practical answers for organisations connecting marketing data to decisions in Vietnam.
A report shows movement in traffic, leads, CPC or revenue; analytics helps explain why it moved and what decision should follow. We connect channel evidence to funnel behaviour, CRM progression and customer value, exposing where Vietnamese or English demand is leaking and which sources influence revenue. For Vietnam, the view can separate Ho Chi Minh City, Hanoi and national journeys, while keeping the definitions consistent enough for APAC comparison. The result is a decision system, not a dashboard full of numbers no owner can act on.
Scope can cover measurement-framework design, GA4 and Google Tag Manager audit or setup, server-side tracking, CRM and advertising integrations, multi-touch attribution, Looker Studio or Power BI dashboards and predictive analysis for pipeline or revenue. We also locate and repair broken tracking before adding complexity. Messaging, Zalo, web, media and offline sales evidence can be included when they have a dependable return path, with Vietnamese owners and regional stakeholders agreeing definitions for each material KPI.
We connect advertising, website, content and CRM evidence across the journey, then choose an attribution view that fits the available data and commercial decision. Last click can over-credit the final interaction, while early search, content, LinkedIn or programmatic exposure may shape the shortlist. We show assumptions, data gaps and offline handoff limits rather than pretending every touchpoint has precise causal credit. The resulting view can inform marketing automation, channel investment and sales follow-up for Vietnamese and regional accounts, with model changes documented so commercial owners can interpret movement honestly.
We work with GA4, Google Tag Manager, BigQuery, Looker Studio, Power BI, Salesforce, HubSpot, Segment, Heap, Mixpanel and major advertising platforms including Google Ads, Meta and LinkedIn. We remain platform-agnostic and recommend a stack based on data volume, team capability, access, reporting needs and regional integration. A Vietnam team may need a simple reliable foundation first, while an APAC organisation may require warehouse, CRM, messaging and offline data connections.
A foundational setup with clean tracking, GA4 configuration, basic attribution and a core dashboard commonly takes four to six weeks when access and owners are available. Server-side tracking, BigQuery, CRM integration, offline outcomes or predictive modelling can extend the work to eight to twelve weeks. We start with an audit so implementation time is spent on material gaps, and sequence the Vietnam measurement foundation around the decisions leadership and channel teams need to make now.
A useful dashboard is organised around decisions: pipeline or revenue by source, campaign efficiency, CPL or ROAS, conversion rates, funnel health, customer value and trends against the agreed target. It can show Vietnamese and English demand, Ho Chi Minh City, Hanoi and national performance where the data is reliable, without creating false precision. Looker Studio or Power BI views update from connected sources, while definitions, owners and an explanation of material changes keep the dashboard usable.
A dependable foundation can often be established in four to eight weeks, depending on access, tagging quality, CRM structure, message or platform integrations and offline dependencies. We prioritise minimum reliable measurement for current decisions, document definitions, test connections and show what remains unresolved. The system is usable when named Vietnam owners can explain each KPI, trace a material discrepancy and connect priority acquisition sources to a verified customer, qualified lead or pipeline outcome.