Retail Building Energy Efficiency Tracker

This dataset provides detailed tracking of energy consumption, occupancy rates, and sustainability initiatives across commercial retail buildings. It enables benchmarking of energy efficiency, monitoring of LEED certification progress, and identification of savings opportunities based on building age, system upgrades, and operational patterns. Ideal for real estate managers and ESG teams seeking actionable insights for sustainability and cost reduction.

  • last updated 30 Jan 2026
  • by GoMask
The brief that made it

Benchmarking energy performance across retail property portfolios

Sample rows

preview · 8 of 90 rows · all 20 columns
building_idstringcountrystringoccupancy_ratefloatleed_certifiedbooleanleed_certification_levelstringbuilding_namestringstreet_addressstringcitystringstatestringpostal_codestringyear_builtintegergross_floor_area_sqftfloatenergy_consumption_kwhfloatreporting_period_startdatereporting_period_enddatenumber_of_system_upgradesintegersystem_upgrades_descriptionstringsustainability_initiativesstringbenchmark_scorefloatlast_benchmark_updatedate
BLDG-0001USA92.3trueSilverMaplewood Plaza4141 Maple StDenverCO80216199878500232000.52023-01-012023-12-313LED lighting, upgraded HVAC, window retrofitOnsite recycling, water conservation program72.42024-01-15
BLDG-0002USA87.6trueGoldCherry Creek Promenade1100 Cherry Creek BlvdAuroraCO8001420051023002780002023-07-012023-12-315Solar panels, efficient chillers, roof insulationGreen roof, composting stations85.92024-02-01
BLDG-0003USA76.5falseblankLakeside Retail Center2330 Lakeside AveMinneapolisMN554051986590001954002023-01-012023-06-301Boiler replacementLED conversion, occupant engagement program54.12023-07-15
BLDG-0004USA68.4falseblankUnion Marketplace1717 Union StDes MoinesIA503091964455001409002023-01-012023-12-312Roof insulation, smart metersTenant education, waste reduction40.82024-01-10
BLDG-0005USA98.2truePlatinumSouthgate Commons850 Southgate RdSan AntonioTX7822120111205003122002023-07-012023-12-316Geothermal heating, rainwater harvestingEV charging stations, pollinator garden96.32024-02-05
BLDG-0006USA94.7falseblankSunrise Retail Park402 Sunrise DrPhoenixAZ850162002895002698002023-01-012023-06-303Smart thermostats, window tintingSolar awareness campaign672023-06-15
BLDG-0007USA88.9trueCertifiedRiverwalk Outlets111 Riverwalk BlvdNew OrleansLA701301995730002103002023-07-012023-12-312Efficient chillers, lighting controlsStormwater management, recycling63.72024-01-12
BLDG-0008USA95.5trueGoldVista Crossing521 Vista AveSalt Lake CityUT841012007990002589002023-01-012023-12-314Solar panels, waterless urinalsBike racks, green cleaning products88.22024-01-20

What the 90 rows show

from the 90-row sample
  • 44%leed_certified = true
  • 86.1median occupancy_rate
  • 63,200median gross_floor_area_sqft
  • 183,200median energy_consumption_kwh
  • 2median number_of_system_upgrades
  • 71.8median benchmark_score
country90 rows by value
0408073USA81%17Canada19%
occupancy_rate90 rows, in bands of 10
020400000035232534050100occupancy_rate →

Median 86.1, from 53.4 to 99.6.

leed_certification_level40 rows with a value · 50 left blank
  1. Silver12
  2. Gold11
  3. Platinum9
  4. Certified8
20 columns by typefrom the column list below
  • string 10
  • integer 2
  • float 4
  • date 3
  • boolean 1

Columns

20 columns in four groups
blueprint · 20 columns
columntypedescriptionexample
Text 10 columns
building_idstringUnique identifier for each retail buildinguniqueBLDG-0001
building_namestringName of the retail buildingMaplewood Plaza
street_addressstringStreet address of the building4141 Maple St
citystringCity where the building is locatedDenver
statestringState or province where the building is locatedCO
postal_codestringPostal or ZIP code of the building80216
countrystringCountry where the building is located2 countriesUSA
leed_certification_levelstringLevel of LEED certification (if applicable)Certified · Silver · Gold · Platinum · · optionalSilver
system_upgrades_descriptionstringBrief description of system upgrades or retrofits completedoptionalBoiler replacement
sustainability_initiativesstringSummary of sustainability initiatives undertaken at the buildingoptionalSolar awareness campaign
Numbers 6 columns
year_builtintegerYear the building was constructed1,800 to 2,1001998
gross_floor_area_sqftfloatTotal gross floor area of the building in square feet0 or more78500
occupancy_ratefloatPercentage of building occupancy (0-100)0 to 10092.3
energy_consumption_kwhfloatTotal energy consumption in kilowatt-hours for the reporting period0 or more232000.5
number_of_system_upgradesintegerNumber of major energy-related system upgrades implemented0 or more · optional3
benchmark_scorefloatEnergy efficiency benchmark score (e.g., ENERGY STAR score, 1-100)1 to 100 · optional72.4
Dates and times 3 columns
reporting_period_startdateStart date of the energy reporting period2023-01-01
reporting_period_enddateEnd date of the energy reporting period2023-12-31
last_benchmark_updatedateDate when the benchmark score was last updatedoptional2024-01-15
True or false 1 column
leed_certifiedbooleanIndicates if the building is LEED certifiedtrue

Use it for

  • leed certified44%40 of 90 rowsmean occupancy rate b…84.4USA84.8Canada

    A real estate dashboard

    The leed_certified rate, occupancy_rate by country and a breakdown of leed_certification_level. Excel, Power BI or Tableau.

  • Why do 40 of 90 rows have leed_certified = true?

    A class exercise

    Hand out the rows and one question. Everyone works from the same 90 rows.

  • A software demo

    Believable buildings with building_name, street_address and city to fill a screen in front of a buyer.

Not quite right?

Make it yours.

Same 20 columns, your size and your rules. See 20 rows before you pay.

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This dataset90 rows20 columns
Yours10,000 rows20 columnsstreet_address: UK only

blueprint · retail-building-energy-efficiency-tracker

Behind this dataset

Same schema. As many rows as you need.

These 90 rows came out of a blueprint — 20 columns with generation rules behind each one. Open it in Data Factory to retune a column, add your own, wire in foreign keys, and run it at the size you actually need.

Rules it was built with
  • Each row represents one month for a single building.
  • Energy usage is measured in kWh per square foot.
  • Occupancy rate is recorded as a percentage (0-100%).
  • LEED certification status is coded as Not Started, In Progress, or Certified.
  • Includes columns for HVAC upgrade date and renewable energy adoption.
Rows
Open the blueprint in Data Factory

1 credit per row. New accounts start with 25 free credits.

Exports
CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
Licence
yours to use, including commercially
API slug
retail-building-energy-efficiency-tracker

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