99acres.com Property Search Scraper: Extract Indian Real Estate Listings

Understanding 99acres.com and Its Real Estate Data Value

99acres.com is one of India's largest property portals, featuring millions of residential and commercial listings across major cities. The platform aggregates properties from individual owners, brokers, and builders, making it a critical data source for understanding India's real estate market dynamics.

Property search pages display filtered results based on location, budget, property type, and other criteria. Each listing contains rich metadata—from basic specifications to pricing trends, amenities, and verification status. For real estate professionals, investors, or proptech companies, this data provides insights into market pricing, inventory availability, and competitive positioning.

Manually collecting data across multiple searches, cities, and property types requires extensive time navigating pages and copying information. This scraper automates the process, converting search results into structured datasets ready for analysis or integration.

What This Scraper Extracts and Who Should Use It

The 99acres.com Property Search Scraper processes search result pages, capturing multiple property listings efficiently. It extracts essential property information, pricing data, location details, specifications, and seller information.

Target Users:

Real Estate Aggregators can build comprehensive property databases across cities and budgets. Market Researchers analyze pricing trends, inventory patterns, and market dynamics. Property Investors monitor listings, track price changes, and identify investment opportunities. PropTech Companies power recommendation engines and property comparison tools. Real Estate Agents conduct competitive analysis and market benchmarking.

Input Configuration: Search URLs and Parameters

The scraper processes 99acres search result URLs with applied filters (location, budget, property type, etc.).

Example Input:

{
  "proxy": {
    "useApifyProxy": true,
    "apifyProxyGroups": [],
    "apifyProxyCountry": "US"
  },
  "max_items_per_url": 20,
  "ignore_url_failures": true,
  "urls": [
    "https://www.99acres.com/search/property/buy/devi-nagar?city=21&locality=11512%2C5262&preference=S&area_unit=1&budget_min=0&res_com=R&isPreLeased=N"
  ]
}

Example Screenshot:

Parameter Explanation:

proxy: Residential proxies recommended. Set apifyProxyCountry to "IN" for best results accessing Indian real estate data and respecting regional content delivery.

max_items_per_url: Controls properties extracted per search page (default: 20). Increase for comprehensive extraction from result-heavy searches.

ignore_url_failures: Set true when scraping multiple URLs—prevents single failures from stopping entire runs.

urls: Array of search result page URLs. Build URLs by performing searches on 99acres.com with desired filters (city, budget, property type, etc.), then copy the URLs. Include pagination URLs (page=1, page=2) for large datasets.

Pro Tip: Use India proxy ("IN") for optimal performance and to match regional content. Test URLs manually before bulk scraping to verify filters return relevant results.

Output Structure: Comprehensive Property Data Fields

The scraper returns extensive JSON data for each property. Fields are grouped by category:

Core Identification

SPID / Prop ID / Property Number: Unique identifiers for tracking specific properties and avoiding duplicates in databases.

XID / Conf ID: Additional tracking identifiers used by 99acres internal systems.

Property Details

Property Type / Property Type U: Classification (apartment, villa, plot, etc.). Critical for categorization and filtering.

Bedroom Num / Bathroom Num / Balcony Attached: Specification details enabling requirement matching and comparative analysis.

Super Area / Area / Secondary Area: Size measurements. Area Unit / Superarea Unit / Area Unit U: Corresponding units (sqft, sqm). Essential for price-per-unit calculations.

Super sqft / Min Area sqft / Max Area sqft: Normalized area values for analysis.

Total Floor / Age: Building specifications affecting property valuation.

Furnish / Facing / Gated: Property condition and features impacting pricing.

Location & Context

City / City ID / Locality / Locality without City: Geographic identifiers enabling location-based filtering and regional analysis.

Society Name / Building Name / Building ID: Property complex details for grouping similar listings.

Landmark Details / Total Landmark Count / Formatted Landmark Details: Proximity information to key locations, shopping, transport—affects desirability and pricing.

Map Details / Location: Geographic coordinates for mapping and spatial analysis.

Pricing Information

Min Price / Max Price / Price / Formatted Price: Price range and display values. Core data for market analysis and valuation models.

Price per Unit Area / Price sqft: Standardized pricing metrics enabling cross-property comparisons.

Value Label / Class Label: Price categorization (budget, mid-range, luxury).

Transaction Details

Transaction Type: Buy/Rent/PG classification.

Owner Type: Owner/Dealer/Builder identification—affects negotiation strategies and pricing.

Availability: Immediate/Under Construction/Ready to Move status.

Res Com: Residential or Commercial classification.

Verification & Credibility

Verified / Self Verified: Platform verification status indicating listing authenticity.

Poster RERA Registered / Dealer RERA Registered: Regulatory compliance indicators (RERA = Real Estate Regulatory Authority).

Approved Authorities: Government approval status.

Listing Management

Register Date / Posting Date / Update Date / Expiry Date: Timestamps tracking listing lifecycle. Enable freshness analysis and time-on-market calculations.

Register Date U / Posting Date U / Update Date U / Expiry Date U: Unix timestamp versions for programmatic date handling.

Registered Days: Days since posting, indicating listing age and urgency.

Visual Content

Photo URL / Medium Photo URL / Property Images / Thumbnail Images / Sprite Images: Image assets at various resolutions for display and analysis.

Property Videos / Infinity Video Screening / Has Voice Over: Multimedia content availability.

Features & Amenities

Features / Amenities / Overlooking: Property features (parking, pool, gym, etc.) and views (park, garden, main road).

Top USPs: Unique selling propositions highlighting key advantages.

Green Tags / Tags / Primary Tags / Secondary Tags / Offer Tags / Preleased Tags: Categorization and special attributes (verified, featured, pre-leased).

Contact Information

Contact Name / Contact Company Name / Contact City Name: Seller/agent details.

Dealer Photo URL / Default Dealer Image / Profile: Agent branding assets.

Mask Contact: Whether contact details are masked (privacy setting).

Show WhatsApp Icon: WhatsApp availability for inquiries.

Advanced Metadata

Is FSL / FSL Data: Featured/Sponsored Listing indicators showing premium placements.

Is Fresh / New Launch: Newly listed properties or projects.

Brokerage / Show BSP: Commission and pricing display settings.

Project ID / Group Name / Group Count / Group Meta: Project-level grouping for multi-unit developments.

Coworking: Commercial coworking space indicator.

Prelease Data: Pre-lease investment opportunity details.

RTOV Booked: Reserved/booked status.

Sample Output Structure:

[
  {
  "spid": "84563256",
  "prop_id": "F84563256",
  "photo_url": "https://imagecdn.99acres.com/media1/31911/9/638229125T-1756035239539.jpg",
  "medium_photo_url": "https://imagecdn.99acres.com/media1/31911/9/638229125M-1756035240223.jpg",
  "preference": "S",
  "description": "This is your chance to a 2 bhk apartment / flat for sale in kalyan nagar bangalore . Where luxury comes with affordability.\n\nBasic details:\nYou will love this bright and spacious 2 bedroom apartment with 2 bathrooms, modular kitchen, spacious hall and 1 balconies.The balcony offers a great view and is a place to enjoy at any time. This house provides ample natural light and has good ventilation that invites comfort.\n\nFurnishings and amenities:\nThis impeccable house is spread across an area of 1130 sq.Ft. And is an unfurnished unit.\nThe amenities are designed to make your life easy, exciting and luxurious. The society boasts of manicured landscaping and includes lifts, intercom facility, security/fire alarm, maintenance staff, security personnel, visitor parking, gym, rainwater harvesting, piped gas, water storage, waste disposal and park.\nThe property is a quality construction.\n\nAdditional details-\n\n1. The guest bedroom, has 1 window, 1 mirror, 1 cupboard, and no attached bathroom .\n2. The master bedroom has an attached bathroom , 2 windows, 1 mirror, and 1 cupboard.\n3. The detached bathroom with a washbasin in the corridor.\n4. The living room is large enough to also accommodate a work from home corner. (This was the case with the previous tenant who was with tcs on wfh).\n5. The entrance door is east facing\n6. The dining area is ideally located adjacent to the kitchen.\n7. The balcony is west facing, ideal for the mid-Day sun.\n8. The kitchen with built-In storage provided at the lower level, i.E., below the kitchen slab.\n7. The utility area.\n* note: Both bedrooms and the kitchen have loft storage.\n\nThe apartment has 1 covered car parking and access to common areas on terrace and corridors, plus an airy atrium on the ground floor.\nThere is an inverter in the flat and generator for common areas plus lift. The apartment has cctv, 24x7 security, adequate gated barbed wire protective walls, a state-Of -The-Art gym, sufficient running water, and a captive transformer.\nLocation:\nThe prime location provides residents with access to the very best that this city has to offer. The property is situated close to all the basic amenities. It is close to the main road making it highly accessible.\n-Major banks and atms within proximity\n-Schools within a close radius\n-Easy access to public transport\n\nWait no more and schedule a tour today.\nFor more details, kindly contact the owner.",
  "property_type": "Residential Apartment",
  "city": "Bangalore North",
  "locality": "Kalyan nagar, Bangalore",
  "super_area": null,
  "area_unit": "",
  "superarea_unit": null,
  "super_sqft": null,
  "transact_type": "1",
  "owntype": "1",
  "bedroom_num": "2",
  "bathroom_num": "2",
  "bathroom_attached": "N",
  "balcony_attached": "N",
  "price_per_unit_area": "10176.0",
  "availability": "I",
  "furnish": "2",
  "facing": 0,
  "age": "3",
  "total_floor": "4",
  "features": "12,3,26,40,41,21",
  "overlooking": "",
  "register_date": "24th Aug, 2025",
  "posting_date": 1755574736000,
  "update_date": 1765630815000,
  "class_": "O",
  "res_com": "R",
  "prop_name": "Metta Residency ",
  "property_number": "1",
  "min_price": "11500000",
  "max_price": "11500000",
  "price_sqft": "10176.0",
  "listing": "P",
  "proj_id": "0",
  "building_id": "0",
  "verified": "Y",
  "mask_contact": "N",
  "conf_id": "0",
  "brokerage": null,
  "map_details": {
    "latitude": "77.607315",
    "longitude": "13.048041",
    "zoom_level": "11",
    "source": "CITY",
    "map_accuracy": "0",
    "mapped": "Y"
  },
  "fsl_data": {
    "locality_id": 0
  },
  "min_area_sqft": "104.98039",
  "max_area_sqft": "104.98039",
  "show_bsp": true,
  "is_new_launch": "N",
  "is_poster_rera_registered": "NO",
  "is_dealer_rera_registered": "NO",
  "formatted": {
    "rank": "1_1",
    "key": "84563256_1",
    "isshortlisted": false,
    "isvtbooked": false,
    "isreported": false,
    "ishoneypot": false,
    "isfsl": false,
    "isverified": true,
    "maskcontact": false,
    "custominfo": "{\"payload\":{\"search_results\":{\"selected_entity_tuples\":[{\"id\":\"84563256\",\"rank\":1,\"res_com\":\"R\",\"attribute\":\"TUPLE\",\"attributes\":{\"rtov_enabled\":\"N\",\"rtov_booked\":\"\",\"hasOffer\":0,\"isPreLeased\":\"\"}}]}}}",
    "recomcustominfo": "{\"payload\":{\"recommendation\":{\"selected_entity\":[{\"id\":\"84563256\",\"rank\":1,\"res_com\":\"R\",\"attribute\":\"VSP_TUPLE\",\"attributes\":{\"rtov_enabled\":\"N\",\"rtov_booked\":\"\",\"hasOffer\":0,\"isPreLeased\":\"\"}}]}}}",
    "showtopdealer": true,
    "photourl": "https://imagecdn.99acres.com/media1/31911/9/638229125M-1756035240223.jpg",
    "depositlabel": null,
    "price": "1.15 Cr",
    "moreshow": true,
    "formattedpropertydetail": "₹1.15 Cr @ <b>₹10,176/sq.ft.</b> | <b>1,130 sq.ft.</b> (105 sq.m.) CARPET AREA",
    "propertyareadetail": "₹10,176 /sqft",
    "profileareatype": "CARPET AREA",
    "formattedbathvalue": "",
    "propertypriceheading": "PRICE",
    "proptypeheading": "2 BHK Flat",
    "formattedpropname": "METTA RESIDENCY ",
    "proplocationheading": "Kalyan nagar, Bangalore",
    "showanchor": true,
    "tupleindexonpage": 15256851,
    "desc": "This is your chance to a 2 bhk apartment / flat for sale in kalyan nagar bangalore . Where luxury comes with affordability.\n\nBasic details:\nYou will love this bright and spacious 2 bedroom apartment with 2 bathrooms, modular kitchen, spacious hall and 1 balconies.The balcony offers a great view and is a place to enjoy at any time. This house provides ample natural light and has good ventilation that invites comfort.\n\nFurnishings and amenities:\nThis impeccable house is spread across an area of 1130 sq.Ft. And is an unfurnished unit.\nThe amenities are designed to make your life easy, exciting and luxurious. The society boasts of manicured landscaping and includes lifts, intercom facility, security/fire alarm, maintenance staff, security personnel, visitor parking, gym, rainwater harvesting, piped gas, water storage, waste disposal and park.\nThe property is a quality construction.\n\nAdditional details-\n\n1. The guest bedroom, has 1 window, 1 mirror, 1 cupboard, and no attached bathroom .\n2. The master bedroom has an attached bathroom , 2 windows, 1 mirror, and 1 cupboard.\n3. The detached bathroom with a washbasin in the corridor.\n4. The living room is large enough to also accommodate a work from home corner. (This was the case with the previous tenant who was with tcs on wfh).\n5. The entrance door is east facing\n6. The dining area is ideally located adjacent to the kitchen.\n7. The balcony is west facing, ideal for the mid-Day sun.\n8. The kitchen with built-In storage provided at the lower level, i.E., below the kitchen slab.\n7. The utility area.\n* note: Both bedrooms and the kitchen have loft storage.\n\nThe apartment has 1 covered car parking and access to common areas on terrace and corridors, plus an airy atrium on the ground floor.\nThere is an inverter in the flat and generator for common areas plus lift. The apartment has cctv, 24x7 security, adequate gated barbed wire protective walls, a state-Of -The-Art gym, sufficient running water, and a captive transformer.\nLocation:\nThe prime location provides residents with access to the very best that this city has to offer. The property is situated close to all the basic amenities. It is close to the main road making it highly accessible.\n-Major banks and atms within proximity\n-Schools within a close radius\n-Easy access to public transport\n\nWait no more and schedule a tour today.\nFor more details, kindly contact the owner.",
    "istopdealer": false,
    "isdealer": false,
    "isowner": true,
    "isbuilder": false,
    "isrerareg": false,
    "name": "Priya Paul",
    "userphoto": "https://static.99acres.com/images/owner_pnava.png",
    "isownerlistingcoworkingtuple": false,
    "isreadytomoveproptype": false,
    "istupletagslength": 2,
    "coworking": {
      "brand_name": "NAME",
      "brand_logo": "URL",
      "price": "1200/Day",
      "seating_details_formatted": [
        "Hot Desk"
      ],
      "total_landmark_count": 15,
      "landmark_details": [
        {
          "name": "Stark Cave",
          "distance": 3,
          "category": "",
          "order": 1
        }
      ],
      "formatted_landmark_details": [
        {
          "category": "METRO",
          "text": "String 1"
        },
        {
          "category": "SCHOOL",
          "text": "String 1"
        }
      ]
    },
    "top_usps": [],
    "fomo": {
      "text": "5 people already contacted since last week",
      "icon": "3"
    },
    "product_type": "AI_LISTING",
    "property_images": [
      "https://imagecdn.99acres.com/media1/31911/9/638229125M-1756035240223.jpg",
      "https://imagecdn.99acres.com/media1/31911/9/638229143M-1756035244349.jpg",
      "https://imagecdn.99acres.com/media1/31911/9/638229003M-1756035225261.jpg",
      "https://imagecdn.99acres.com/media1/31911/9/638229007M-1756035222508.jpg",
      "https://imagecdn.99acres.com/media1/31911/9/638229029M-1756035226044.jpg",
      "https://imagecdn.99acres.com/media1/31911/9/638229151M-1756035239310.jpg",
      "https://imagecdn.99acres.com/media1/31911/8/638228925M-1756035221924.jpg",
      "https://imagecdn.99acres.com/media1/31911/9/638229157M-1756035243815.jpg",
      "https://imagecdn.99acres.com/media1/31911/8/638228923M-1756035220926.jpg",
      "https://imagecdn.99acres.com/media1/31911/9/638229083M-1756035239935.jpg",
      "https://imagecdn.99acres.com/media1/31911/9/638229135M-1756035240357.jpg",
      "https://imagecdn.99acres.com/media1/31911/9/638229055M-1756035225609.jpg",
      "https://imagecdn.99acres.com/media1/31911/8/638228971M-1756035225122.jpg"
    ],
    "property_videos": [
      {
        "orientation": "LANDSCAPE",
        "is_screened": "N",
        "is_recorded": "N"
      }
    ],
    "underscreeningimageurl": "https://static.99acres.com/universalapp/img/UnderScreening.svg",
    "noprojectimage": "https://static.99acres.com/universalapp/img/noImageBgPremium.svg",
    "ispseudolisting": false,
    "isnewdesign": true,
    "isnewphoton": true,
    "ispremium": false,
    "isailisting": true,
    "ispseudotuple": false,
    "isinfinity": false,
    "totalusplength": 0,
    "formattedregisterdays": "3mo ago",
    "istuplerevampv2": true,
    "ispricerange": false,
    "isarearange": false,
    "infinityid": "",
    "isphotounderscreening": false,
    "shortlistcustominfo": "{\"payload\":{\"property\":{\"prop_id\":\"F84563256\"}},\"custom_object\":{\"shortlist\":true}}",
    "pricevalue": "₹1.15 Cr",
    "showshortdesc": true,
    "newbookinglistingsposition": -1,
    "formattedsecondaryareavalue": "(105 sqm)",
    "formattedareavalue": "1,130 sqft",
    "imagesource": "https://imagecdn.99acres.com/media1/31911/9/638229125M-1756035240223.jpg",
    "shortdesc": "This is your chance to a 2 bhk apartment / flat for sale in kalyan nagar bangalore . Where luxury comes with affordability. Basic details: You will love this bright and spacious 2 bedroom apartment with 2 bathrooms, modular kitchen, spacious hall and 1 balconies.The balcony offers a great view and is a place to enjoy at any time. This house provides ample natural light and has good ventilation ...",
    "descriptionparagraphs": [
      "This is your chance to a 2 bhk apartment / flat for sale in kalyan nagar bangalore . Where luxury comes with affordability. Basic details: You will love this bright and spacious 2 bedroom apartment with 2 bathrooms, modular kitchen, spacious hall and 1 balconies.The balcony offers a great view and is a place to enjoy at any time. This house provides ample natural light and has good ventilation ..."
    ]
  },
  "havephoto": "Y",
  "amenities": "21,40,41,12,3,26",
  "alt_tag": "₹1.15 Crore, 2 bhk Residential Apartment in Kalyan nagar - Hall",
  "product_type": "AI_LISTING",
  "top_usps": null,
  "pd_url": "/2-bhk-bedroom-apartment-flat-for-sale-in-kalyan-nagar-bangalore-east-1130-sq-ft-spid-F84563256",
  "self_verified": "N",
  "expiry_date": "2026-02-23 00:00:00",
  "gated": "Y",
  "approved_authorities": null,
  "show_whatsapp_icon": true,
  "property_videos": [
    {
      "orientation": "LANDSCAPE",
      "is_screened": "N",
      "is_recorded": "N"
    }
  ],
  "infinity_video_screening": "VIDEO_MISSING",
  "localitylabel": "Kalyan nagar, Bangalore",
  "has_voice_over": true,
  "group_name": "SPID_CONF_GROUPING",
  "group_count": 0,
  "group_meta": null,
  "property_type__u": "1",
  "area_unit__u": "0",
  "superarea_unit__u": null,
  "posting_date__u": 1755574736000,
  "update_date__u": 1765630815000,
  "expiry_date__u": "2026-02-23 00:00:00",
  "area": "1130 sq.ft.",
  "secondary_area": "104.98 sq.m.",
  "price": "1.15 Cr",
  "formatted_price": "1.15 Cr",
  "prop_heading": "2 BHK Flat in Kalyan nagar, Bangalore",
  "prop_details_url": "2-bhk-bedroom-apartment-flat-for-sale-in-kalyan-nagar-bangalore-east-1130-sq-ft-spid-F84563256",
  "value_label": "Freehold",
  "class_heading": "Owner",
  "page": null,
  "class_label": "Owner",
  "is_fsl": "N",
  "is_fresh": false,
  "shortlisted": "N",
  "reported": "N",
  "register_date__u": "2025-08-24 17:00:47",
  "register_date_formatted": {
    "value": "",
    "type": ""
  },
  "registered_days": "3 months ago",
  "primary_tags": [],
  "secondary_tags": [
    "READY TO MOVE",
    "RESALE"
  ],
  "offer_tags": [],
  "preleased_tags": [],
  "prelease_data": [],
  "green_tags": {},
  "tags": [
    {
      "id": "SECONDARY_TAGS",
      "label": "READY TO MOVE"
    },
    {
      "id": "SECONDARY_TAGS",
      "label": "RESALE"
    },
    {
      "id": "VERIFIED",
      "label": "Verified"
    }
  ],
  "rtov_booked": "N",
  "property_images": [
    "https://imagecdn.99acres.com/media1/31911/9/638229125M-1756035240223.jpg",
    "https://imagecdn.99acres.com/media1/31911/9/638229143M-1756035244349.jpg",
    "https://imagecdn.99acres.com/media1/31911/9/638229003M-1756035225261.jpg",
    "https://imagecdn.99acres.com/media1/31911/9/638229007M-1756035222508.jpg",
    "https://imagecdn.99acres.com/media1/31911/9/638229029M-1756035226044.jpg",
    "https://imagecdn.99acres.com/media1/31911/9/638229151M-1756035239310.jpg",
    "https://imagecdn.99acres.com/media1/31911/8/638228925M-1756035221924.jpg",
    "https://imagecdn.99acres.com/media1/31911/9/638229157M-1756035243815.jpg",
    "https://imagecdn.99acres.com/media1/31911/8/638228923M-1756035220926.jpg",
    "https://imagecdn.99acres.com/media1/31911/9/638229083M-1756035239935.jpg",
    "https://imagecdn.99acres.com/media1/31911/9/638229135M-1756035240357.jpg",
    "https://imagecdn.99acres.com/media1/31911/9/638229055M-1756035225609.jpg",
    "https://imagecdn.99acres.com/media1/31911/8/638228971M-1756035225122.jpg"
  ],
  "thumbnail_images": [
    "https://imagecdn.99acres.com/media1/31911/9/638229125T-1756035239539.jpg",
    "https://imagecdn.99acres.com/media1/31911/9/638229143T-1756035243630.jpg",
    "https://imagecdn.99acres.com/media1/31911/9/638229003T-1756035224666.jpg",
    "https://imagecdn.99acres.com/media1/31911/9/638229007T-1756035221841.jpg",
    "https://imagecdn.99acres.com/media1/31911/9/638229029T-1756035225336.jpg",
    "https://imagecdn.99acres.com/media1/31911/9/638229151T-1756035238477.jpg",
    "https://imagecdn.99acres.com/media1/31911/8/638228925T-1756035221290.jpg",
    "https://imagecdn.99acres.com/media1/31911/9/638229157T-1756035243167.jpg",
    "https://imagecdn.99acres.com/media1/31911/8/638228923T-1756035220286.jpg",
    "https://imagecdn.99acres.com/media1/31911/9/638229083T-1756035239146.jpg",
    "https://imagecdn.99acres.com/media1/31911/9/638229135T-1756035239638.jpg",
    "https://imagecdn.99acres.com/media1/31911/9/638229055T-1756035225009.jpg",
    "https://imagecdn.99acres.com/media1/31911/8/638228971T-1756035224572.jpg"
  ],
  "sprite_images": {},
  "landmark_details": null,
  "total_landmark_count": null,
  "formatted_landmark_details": null,
  "contact_city_name": "21",
  "contact_name": "Priya Paul",
  "contact_company_name": "",
  "dealer_photo_url": "https://static.99acres.com/images/owner_pnava.png",
  "is_default_dealer_image": "Y",
  "society_name": "Metta Residency ",
  "building_name": "Metta Residency ",
  "city_id": "21",
  "locality_wo_city": "Kalyan nagar, Bangalore",
  "profile": {
    "contact_name": "Priya Paul",
    "contact_company_name": "",
    "class_label": "O",
    "contact_city": "21",
    "url": "",
    "photo_url": "https://static.99acres.com/images/owner_pnava.png",
    "super": {
      "contact_company_name": "",
      "photo_url": "https://static.99acres.com/images/owner_pnava.png",
      "since": 1657548513000,
      "total_eoi": 7
    }
  },
  "xid": {
    "projectid": 0,
    "builderid": 0
  },
  "metadata": {
    "prop_photo_count": "13",
    "prop_video_count": "0"
  },
  "location": {
    "city": "21",
    "city_name": "Bangalore North",
    "building_id": "0",
    "building_name": "Metta Residency ",
    "society_name": "Metta Residency ",
    "locality_id": "5262",
    "locality_name": "Kalyan nagar",
    "city_seo_entity_label": "Bangalore North",
    "show_case_label": "Kalyan nagar, Bangalore"
  },
  "coworking": {
    "price": null
  },
  "from_url": "https://www.99acres.com/search/property/buy/devi-nagar?city=21&locality=11512%2C5262&preference=S&area_unit=1&budget_min=0&res_com=R&isPreLeased=N"
}
]

Step-by-Step Usage Guide

1. Build Search URLs: Perform searches on 99acres.com with desired filters (city, budget, property type, BHK). Copy resulting URLs. For large datasets, include pagination URLs.

2. Configure Input: Add URLs to JSON. Use India proxy ("IN") for best performance. Set max_items_per_url based on needs (20-50 typical). Enable ignore_url_failures for robustness.

3. Execute Scraping: Launch via Apify console. Monitor progress. Typical run processing 5-10 search pages completes in 3-5 minutes.

4. Review & Export: Check data quality—verify prices, locations, specifications look correct. Export as JSON (databases), CSV (analysis), or Excel (reporting).

5. Handle Pagination: For extensive datasets, include multiple page URLs (&page=1, &page=2) or increase max_items_per_url to auto-handle pagination.

Error Handling: Verify URLs are search result pages, not individual property detail pages. Invalid filters in URLs cause failures. Check activity log for troubleshooting.

Strategic Applications for Real Estate Intelligence

Market Price Analysis: Aggregate pricing data across localities, property types, and sizes. Calculate average price-per-sqft, identify premium vs. budget segments, track price trends over time.

Inventory Monitoring: Track available properties by location and type. Identify high-inventory areas (buyer's market) vs. low-inventory (seller's market). Monitor new launches and project developments.

Competitive Intelligence: Analyze competitor listings—pricing strategies, property features, promotional tactics. Track dealer activity and market share.

Investment Opportunity Identification: Filter by verified status, RERA registration, and price-per-sqft to find undervalued properties. Monitor pre-leased opportunities and new launches.

Geographic Demand Analysis: Map listing density across cities and localities. Identify emerging neighborhoods with increasing inventory. Analyze landmark proximity patterns.

Verification & Credibility Scoring: Build trust indices using verification status, RERA registration, and dealer reputation. Prioritize high-quality listings.

Best Practices for Data Quality

Schedule Regular Scraping: Real estate market changes daily. Weekly scraping captures new listings, price updates, and availability changes. Store historical data for trend analysis.

Data Validation: Implement checks for missing critical fields (price, location, property_type). Flag unusual values (negative prices, zero bedrooms). Verify image URLs before displaying.

Enrich With External Data: Combine with property valuation APIs, census data, or infrastructure development plans. Cross-reference with registration records for ownership verification.

Respect Rate Limits: Space out large runs to avoid overwhelming the platform. Sustainable scraping ensures continued data access.

Privacy Compliance: Handle contact information per data protection regulations. Use masked data appropriately and respect privacy settings.

Conclusion

The 99acres.com Property Search Scraper transforms India's leading real estate platform into actionable market intelligence. From pricing analytics to investment opportunities, this tool delivers comprehensive property data for informed decision-making in India's dynamic real estate sector.