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Market Analytics

Uchambuzi wa Soko

Access real-time market data across Tanzania. Get pricing trends, demand heatmaps, rental velocity metrics, and neighborhood-level analytics to make data-driven decisions.

Pricing Trends

Historical and current median/average rent by neighborhood and property type

Demand Heatmaps

Geo-coded demand intensity maps with 500m grid resolution

Rental Velocity

Days-on-market, inquiry rates, and conversion metrics

Price Predictions

AI-powered rent estimates based on property attributes and location

Market Share

Property type distribution and landlord activity by region

Seasonal Patterns

Identify peak rental seasons and price fluctuations

Pricing by Neighborhood

http
GET /api/v1/analytics/pricing?city=dar_es_salaam&type=apartment

{
  "city": "Dar es Salaam",
  "property_type": "apartment",
  "period": "2026-Q1",
  "summary": {
    "median_price_tzs": 1_250_000,
    "avg_price_tzs": 1_450_000,
    "min_price_tzs": 350_000,
    "max_price_tzs": 12_000_000,
    "total_listings": 1247
  },
  "by_neighborhood": [
    {
      "name": "Masaki",
      "median_price": 4_500_000,
      "listing_count": 89,
      "demand_score": 0.92,
      "trend": "rising"
    },
    {
      "name": "Mikocheni",
      "median_price": 1_800_000,
      "listing_count": 156,
      "demand_score": 0.85,
      "trend": "stable"
    },
    {
      "name": "Sinza",
      "median_price": 650_000,
      "listing_count": 203,
      "demand_score": 0.78,
      "trend": "rising"
    }
  ]
}

Demand Heatmap

http
GET /api/v1/analytics/heatmap?bounds=-6.8,-6.7,39.2,39.4

{
  "grid_size": "500m",
  "cells": [
    {
      "lat": -6.7580,
      "lng": 39.2780,
      "demand_score": 0.95,
      "avg_price": 3_200_000,
      "listing_count": 34,
      "views_per_listing": 127
    }
  ]
}

Available Cities

Dar es SalaamArushaMwanzaDodomaMbeyaTangaZanzibarMorogoroBagamoyoIringa