D4Act Data Bridge: Donor-Grade MEL Platform Goes Live

D4Act has launched D4Act Data Bridge, a donor-grade interoperable MEL data platform purpose-built for multi-partner development programmes. Data Bridge reconciles fragmented partner data across DHIS2, ODK, Excel, SPSS, SQL databases and logframe documents - producing a single, defensible portfolio view that holds up under donor scrutiny.

The platform addresses a chronic pain point in INGO and donor-funded programmes: implementing partners report on different forms, in different formats, on different cadences. Aggregating those into a credible portfolio number takes weeks of analyst time and quietly eats into programme budgets. Data Bridge automates extraction, schema alignment, deduplication and reconciliation - and outputs a documented audit trail.

How Data Bridge works

PARTNER SOURCES DHIS2 ODK · KoBo Excel · CSV SPSS · STATA SQL Databases Logframes (PDF · DOCX) D4Act Data Bridge RECONCILIATION ENGINE 1. Extract 2. Schema alignment 3. Deduplicate 4. Reconcile OUTPUTS Portfolio View Donor-ready · Defensible Audit Trail Documented lineage DONOR-AGNOSTIC · US AID PROJECTS · FCDO · GLOBAL FUND · GAVI · BMGF · EU · WORLD BANK

Data Bridge runs as a four-step reconciliation pipeline:

  1. Extract - pluggable connectors pull data from each source: DHIS2 (REST API), ODK / KoBo (XForm submissions), Excel and CSV files, SPSS or STATA datasets, SQL databases, and structured text from logframe documents (PDF, DOCX, XLSX).
  2. Align - schemas from each source are mapped to a unified canonical model defined per programme - turning a forest of partner-specific column names into a single shared vocabulary.
  3. Deduplicate - probabilistic record linkage identifies the same beneficiary, household or activity reported by multiple partners, using configurable matching keys (geography, dates, demographic attributes).
  4. Reconcile - conflicting values are resolved against a documented precedence rule, producing a single portfolio number plus a full audit trail showing every source contribution and every transformation.

The output is a donor-ready portfolio view that holds up under audit, plus the underlying lineage so anyone asking "where did this number come from?" gets a defensible answer.

D4Act offers Data Bridge in three commercial tiers: a 3-week Audit (entry engagement, fixed fee), a 3-4 month Build phase, and an ongoing Retainer. The Audit produces a written assessment of an organisation's MEL data architecture with prioritised recommendations, designed to convert into a Build engagement when the case is clear.

The product is donor-agnostic - configured for US Aid projects, FCDO, Global Fund, Gavi, BMGF, EU and World Bank reporting requirements - and is being onboarded with a first wave of INGO partners in 2026.

← Back to News