National Tourism & Mobility Overview
Privacy-preserving indicators generated from anonymized mobile network and approved big-data sources.
Visitor movement trend
Estimated visitors by day with seasonal comparison
Visitor density map
Aggregated district-level heat zones
Top origin–destination flows
Aggregated journeys between statistical zones
| Origin | Destination | Estimated trips | Share | Change |
|---|---|---|---|---|
| Dhaka | Cox's Bazar | 386,240 | 18.4% | ↗ 12.8% |
| Dhaka | Chattogram | 294,810 | 14.1% | ↗ 7.3% |
| Chattogram | Cox's Bazar | 217,450 | 10.4% | ↘ 1.6% |
| Dhaka | Sylhet | 192,340 | 9.2% | ↗ 4.9% |
| Khulna | Sundarbans Zone | 114,620 | 5.5% | ↗ 9.1% |
Live pipeline status
Ingestion through curated publication
Secure Data Ingestion
Manage encrypted files, streams and APIs from mobile operators and approved external sources.
Mobile Operator A
Anonymized network events through BBS VPN gateway.
Mobile Operator B
Hourly encrypted partitions with manifest validation.
Tourism Admin Data
Approved accommodation and destination reference data.
Cell Tower Registry
Spatial enrichment metadata and code-list mappings.
NiFi flow registry
Schema checks, validation, routing and error handling
| Flow | Source | Schedule | Last run | Records | Status | |
|---|---|---|---|---|---|---|
CDR Secure Receipt nifi/cdr_secure_v2 | Operator A | Continuous | 18 sec ago | 18.2M | Running | |
Hourly Partition Load nifi/operator_b_hourly | Operator B | Hourly | 41 min ago | 12.8M | Complete | |
Tower Metadata Sync nifi/tower_registry | BTRC Registry | Weekly | 3 days ago | 42,918 | Warning | |
Tourism Reference Load nifi/tourism_admin | Tourism API | Daily | 16 hr ago | 86,244 | Scheduled |
Processing & Orchestration
Operate batch and streaming pipelines across NiFi, Kafka, Spark and Airflow.
Airflow DAGs
Scheduled workflows and orchestration state
| DAG | Version | Schedule | Duration | Success rate | Status | |
|---|---|---|---|---|---|---|
tourism_daily_curated 16 tasks • 4 parallel branches | v2.8.1 | Daily 01:30 | 42m 18s | 99.3% | Success | |
mobility_stream_enrichment 9 tasks • continuous | v3.2.0 | Continuous | — | 99.9% | Running | |
od_matrix_weekly 12 tasks • spatial aggregation | v1.9.4 | Sun 03:00 | 1h 12m | 97.8% | Scheduled | |
dq_reconciliation 8 tasks • all curated tables | v2.1.6 | Every 6 hr | 18m 04s | 96.4% | 3 retries |
Data Lake & Metadata Catalog
Govern raw, cleansed and curated zones across SAN/object storage and the spatial RDBMS.
Raw zone
Cleansed zone
Curated zone
Dataset catalog
Business metadata, ownership, classification and freshness
| Dataset | Zone | Owner | Classification | Rows / size | Freshness | Quality |
|---|---|---|---|---|---|---|
Curated Tourism Indicators curated.tourism_indicator_daily | Curated | Statistical Methodology | Aggregated | 1.82B rows | 8 min | 99.1% |
Origin–Destination Matrix curated.od_matrix_weekly | Curated | Mobility Analytics | Aggregated | 486M rows | 2 days | 97.8% |
Standardized Network Events cleansed.network_event_v3 | Cleansed | Data Engineering | Restricted | 96.7 TB | 23 sec | 98.7% |
Cell Tower Spatial Registry reference.cell_tower_geo | Reference | GIS Unit | Internal | 42,918 rows | 3 days | 91.2% |
Tourism Zone Code List reference.tourism_zone | Reference | Tourism Statistics | Internal | 1,284 rows | 14 days | 100% |
Tourism & Mobility Analytics
Version-controlled algorithms for density, trips, home location, origin–destination and seasonal patterns.
Tourist vs. resident
Classifies visitors using temporal presence and home-location rules.
Trip detection
Builds journeys from anonymized events and spatial transitions.
Home location
Estimates origin zones with configurable night-time observations.
Tourist density
Computes privacy-safe visitor counts per statistical grid and period.
OD matrices
Aggregates validated trips between origins and destinations.
Seasonality
Measures daily, weekly and seasonal tourism patterns and trends.
Seasonal visitor pattern
Monthly estimated visitors by segment
GIS & Mobility Explorer
Explore privacy-safe heatmaps, flow maps, zones and spatial indicators.
Bangladesh mobility surface
Schematic prototype view • district aggregation
Dynamic Report Studio
Build privacy-safe statistical reports with live charts, tables, maps and governed exports.
Live preview
Generated from curated, approved indicators

National Tourism Mobility Summary
Bangladesh Bureau of Statistics • August 2026 • National
Recent generated reports
Governed outputs with version and approval state
| Report | Period | Owner | Generated | Privacy check | Approval | |
|---|---|---|---|---|---|---|
Monthly Tourism Mobility Summary RPT-2026-00842 | July 2026 | Tourism Statistics | 12 Aug, 09:42 | Passed | Published | |
Eid Mobility Pattern Brief RPT-2026-00817 | May–Jun 2026 | Mobility Analytics | 28 Jul, 15:18 | Passed | Approved | |
District Visitor Density Annex RPT-2026-00794 | Q2 2026 | GIS Unit | 15 Jul, 11:24 | Review | Draft |
Tools & Integration Hub
Manage the ToR-specified platform components, secure APIs and future ISDW interfaces.
Apache NiFi
Secure ingestion, routing, schema checks and error handling.
Apache Kafka
Message and streaming transport for network events.
Apache Spark
Distributed batch and streaming analytics workloads.
Apache Airflow
Workflow orchestration, scheduling and recovery.
Spatial RDBMS
Curated indicators, metadata and geospatial features.
Redis Cache
Low-latency caching for applications and APIs.
Grafana / Prometheus
Infrastructure, pipeline and business monitoring.
Commercial BI
Role-based dashboards, analytical views and publication.
Authentication Server
Directory integration, SSO and role-based access.
API Gateway
Authorized access to aggregated indicators and metadata.
Future ISDW Interface
Standards-aligned exchange with the integrated data warehouse.
Source & Release Control
Versioned source, deployment scripts and controlled releases.
Authorized API products
Aggregated indicators and metadata only
| API product | Endpoint | Audience | Rate limit | Privacy policy | Status |
|---|---|---|---|---|---|
| Tourism Indicator API | /v1/indicators/tourism | BBS internal | 1,000/min | Threshold 30 | Active |
| Mobility Metadata API | /v1/metadata/mobility | Authorized partners | 200/min | No event data | Active |
| GIS Aggregates API | /v1/spatial/aggregates | BBS internal | 500/min | Grid suppression | Pilot |
Data Quality Control
Monitor completeness, validity, uniqueness and timeliness from source to published product.
Quality trend
Curated datasets • last 14 runs
Rule exceptions
Issues requiring owner action
| Rule | Dataset | Exceptions | Severity |
|---|---|---|---|
| Tower code reference match | Network events | 12,482 | Medium |
| Event timestamp within window | Operator B | 2,941 | High |
| Destination zone present | Trip segments | 842 | Medium |
| OD aggregation threshold | OD matrix | 0 | Passed |
Data Migration Center
Govern source assessment, mapping, transformation, reconciliation and BBS validation.
Migration work packages
Existing tourism and mobility-related datasets
| Dataset | Source | Records | Reconciled | Owner | Status |
|---|---|---|---|---|---|
| Legacy Tourism Establishment Registry | Oracle 12c | 86,244 | 100% | Tourism Unit | Validated |
| Historical District Visitor Tables | CSV Archive | 4.8M | 99.6% | Statistical Unit | Reconciled |
| Cell Tower Reference History | PostgreSQL | 142,813 | 97.8% | GIS Unit | Review |
| Tourism Zone Boundary Archive | GeoPackage | 1,284 | 100% | GIS Unit | Awaiting BBS |
Security, Privacy & Compliance
RBAC, anonymization, encryption, audit trails and controls for Statistics Act 2013 and relevant BTRC/GoB requirements.
Role access matrix
Effective access to platform capabilities
| Role | Raw data | Analytics | Publish | Admin |
|---|---|---|---|---|
| Management Viewer | — | ✓ | — | — |
| Statistician | — | ✓ | ✓ | — |
| Data Engineer | ✓ | ✓ | — | — |
| Privacy Officer | — | ✓ | ✓ | — |
| System Administrator | ✓ | ✓ | ✓ | ✓ |
Security audit trail
Immutable platform events • last 24 hours
System • Tourism API publication • 10 minutes ago
Security Officer • Statistician role • 42 minutes ago
Unknown principal • API Gateway • 1 hour ago
Key service • Curated RDBMS • 4 hours ago
Internal Audit • SEC-2026-0842 • 6 hours ago
Compliance control register
Evidence status for the secure operating model
| Control area | Requirement | Implementation | Evidence | Status |
|---|---|---|---|---|
| Legal | Statistics Act 2013 | Purpose limitation and controlled dissemination | Privacy Design §3.2 | Implemented |
| Telecom data | Relevant BTRC / GoB controls | VPN ingress, anonymization and restricted access | Security SOP §5 | Implemented |
| Application security | BCC VAPT certification | Pre-assessment remediation in progress | VAPT tracker | In progress |
| Operations | Logging and audit trails | Central immutable event logging | Audit dashboard | Implemented |
Monitoring & Operations
Unified Grafana/Prometheus view of hosts, VMs, pipelines, databases, APIs and business indicators.
Infrastructure utilization
PROD cluster • rolling 12 hours
Active alerts
Operational events requiring attention
Forecast to reach 85% in 11 days • Medium • assigned to DBA
Freshness threshold exceeded by 24 hours • Low • GIS Unit notified
All gateway, authentication and audit services healthy.
Pilot Evaluation & Go-Live
Track pilot data, methodology validation, stakeholder feedback and acceptance criteria.
Pilot implementation plan
Defined periods and geographies using approved anonymized data
Dhaka, Chattogram, Cox's Bazar and Sylhet • Complete
Operator A and B pilot partitions • Complete
Trip and tourist classification against reference surveys • 78%
BBS, mobile operators and tourism stakeholders • Scheduled
Final readiness report and signed acceptance criteria • Pending
Capacity Building & Knowledge Transfer
Three-week training for BBS officials covering technology, methodology, privacy and operations.
Platform Engineering
NiFi, Kafka, Spark, Airflow, RDBMS, deployment and recovery.
Statistical Methodology
Mobility data, tourism indicators, model parameters and interpretation.
Privacy & Secure Use
Ethics, anonymization, RBAC, incident handling and safe publication.
Operations Lab
Hands-on monitoring, pipeline restart, backups and troubleshooting.
Knowledge handover register
Editable documents, scripts, source and manuals for BBS ownership
| Handover item | Version | Owner | Review | Status | |
|---|---|---|---|---|---|
| User Manual | v1.6 | Frontend Team | 28 Aug 2026 | Approved | |
| Technical & Architecture Manual | v2.1 | Solution Architect | 30 Aug 2026 | Review | |
| Operations SOP | v1.4 | DevOps | 01 Sep 2026 | Review | |
| Configuration & Deployment Scripts | release-1.8.4 | Platform Team | 01 Sep 2026 | Repository | |
| Training Materials & Exercises | v1.2 | Training Lead | 24 Aug 2026 | Published |
Support, Maintenance & SLA
Two-year post-Go-Live technical support, fixes, minor enhancements, tuning and security patching.
Service level targets
Proposed operational SLA with BBS
| Priority | Example | Response | Resolution target | Availability |
|---|---|---|---|---|
| P1 Critical | Production unavailable | 15 minutes | 4 hours | 24×7 |
| P2 High | Major function impaired | 30 minutes | 8 hours | 24×7 |
| P3 Medium | Limited user impact | 4 hours | 2 business days | Business hours |
| P4 Low | Minor enhancement | 1 business day | Agreed release | Business hours |
Recent support activity
Incidents, maintenance and improvements
Planned maintenance • no service interruption • 28 Aug
p95 latency improved by 24% • 24 Aug
P3 • assigned to Database Administrator • 22 Aug
Recovery point and time objectives verified • 18 Aug
Project Governance & Deliverables
Coordinate the three-month implementation, BBS participation, stakeholder consultations, formal deliverables and 24-month support period.
Deliverable control register
Minimum outputs required by the ToR
| # | Deliverable | Owner | Due | Status |
|---|---|---|---|---|
| 01 | Inception Report & Detailed Work Plan | Project Manager | Week 2 | Approved |
| 02 | Architecture & Software Design Includes ERD and DFD | Solution Architect | Week 3 | Approved |
| 03 | Security & Privacy Design and SOPs | Security Specialist | Week 4 | Review |
| 04 | Operational DEV / TEST / PROD Platform | Platform Team | Week 9 | In progress |
| 05 | Tourism & Mobility Analytics and GIS | Big Data Engineer | Week 9 | In progress |
| 06 | Web-based Analytical Application | Application Team | Week 10 | In progress |
| 07 | Dashboards, APIs & Visualization Tools | BI / API Team | Week 10 | In progress |
| 08 | Data Migration Plan & Report | Database Team | Week 10 | Reconciliation |
| 09 | Monitoring & Operations Plan | Network / DevOps | Week 10 | In progress |
| 10 | Training Plan, Materials & Completion Report | Training Lead | Week 11 | In progress |
| 11 | User, Technical & Operations Manuals | Technical Writers | Week 11 | Review |
| 12 | Pilot Evaluation & Go-Live Readiness Report | QA Lead | Week 12 | Planned |
| 13 | Final Project Completion Report Scale-up and future ISDW recommendations | Project Manager | Week 12 | Planned |
Human resource deployment
ToR staffing profile and planned assignment coverage
| Designation | Persons | Engagement | Person-months | Primary responsibility |
|---|---|---|---|---|
| Project Manager | 1 | 3 months | 3 | Governance, coordination and acceptance |
| Big Data / Data Engineer | 1 | 3 months | 3 | Processing, analytics and data engineering |
| Backend Developers | 2 | 6 months | 12 | Services, APIs and post-deployment support |
| Frontend Developers | 2 | 6 months | 12 | Applications, dashboards and support |
| Network Administrator | 1 | 3 months | 3 | Network integration and operations |
| Database Administrator | 1 | 3 months | 3 | RDBMS, storage, backup and recovery |
| Security Specialist | 1 | 3 months | 3 | Security, privacy, compliance and VAPT |
| Quality Assurance | 1 | 6 months | 6 | QA, UAT and post-deployment verification |
| Support / Software Engineer | 1 | 24 months | 24 | Two-year post-Go-Live support |
| Total | 11 | Project + support | 69 | BBS-directed deployment |
Platform Administration
Manage users, environments, publication settings, backup policy and release configuration.
DEV Environment
Development and component integration.
TEST Environment
QA, UAT, security and performance validation.
PROD Environment
High-availability production platform.
User directory
Authentication server and directory synchronization
| User | Role | Unit | Last access | Status |
|---|---|---|---|---|
Ayesha Rahman ayesha.rahman@bbs.gov.bd | System Administrator | ICT Division | Now | Active |
Mahmudul Hasan m.hasan@bbs.gov.bd | Statistician | Tourism Statistics | 18 min ago | Active |
Nusrat Jahan nusrat.jahan@bbs.gov.bd | Privacy Officer | Data Governance | 1 hr ago | Active |
Rafiq Uddin rafiq.uddin@bbs.gov.bd | Data Engineer | ICT Division | 4 hr ago | On leave |
Core policy settings
Changes require controlled approval