MaxCompute uses the official TPC-DS tool to generate TPC-DS datasets in four sizes: 10 GB, 100 GB, 1 TB, and 10 TB. This public dataset is available to all MaxCompute users for product testing. This topic describes the dataset and explains how to run queries.
Introduction
TPC BenchmarkTM DS (TPC-DS) is a standard specification from the Transaction Processing Performance Council (TPC), an organization that standardizes benchmarks for evaluating data management systems.
MaxCompute uses the official TPC-DS tool to generate TPC-DS datasets in four sizes: 10 GB, 100 GB, 1 TB, and 10 TB. These datasets are stored in different schemas within the public MaxCompute project BIGDATA_PUBLIC_DATASET. After you activate MaxCompute and create a project, you can query the TPC-DS tables using cross-project access. The following table describes the tables.
Data Specifications | Project name | Schema name | Table name |
10 GB | BIGDATA_PUBLIC_DATASET | TPCDS_10G | call_center catalog_page catalog_returns catalog_sales customer customer_address customer_demographics date_dim household_demographics income_band inventory item promotion reason ship_mode store store_returns store_sales tab_reducenum tab_reducenum_100 time_dim warehouse web_page web_returns web_sales web_site |
100 GB | BIGDATA_PUBLIC_DATASET | TPCDS_100G | |
1 TB | BIGDATA_PUBLIC_DATASET | TPCDS_1T | |
10 TB | BIGDATA_PUBLIC_DATASET | TPCDS_10T |
Note
For more information about the table schema and content, see TPC Benchmark™ DS (TPC-DS).
Disclaimer
The generation and analysis of the TPC-DS data are based on the TPC-DS benchmark. The results cannot be compared with any officially published TPC-DS benchmark results because the test environment does not meet all the requirements of the TPC-DS benchmark.
The TPC-DS dataset provided by MaxCompute is for product testing and evaluation only. The data is not updated regularly and must not be used in a production environment.
The TPC-DS data provided by MaxCompute originates from TPC. You can also generate TPC-DS data. For more information, see the official TPC-DS documentation.
Available regions
Region | Region ID |
China (Hangzhou) | cn-hangzhou |
China (Shanghai) | cn-shanghai |
China (Beijing) | cn-beijing |
China (Zhangjiakou) | cn-zhangjiakou |
China (Ulanqab) | cn-wulanchabu |
China (Shenzhen) | cn-shenzhen |
China (Chengdu) | cn-chengdu |
China (Hong Kong) | cn-hongkong |
Singapore | ap-southeast-1 |
Japan (Tokyo) | ap-northeast-1 |
Malaysia (Kuala Lumpur) | ap-southeast-3 |
Indonesia (Jakarta) | ap-southeast-5 |
US (Silicon Valley) | us-west-1 |
US (Virginia) | us-east-1 |
UK (London) | eu-west-1 |
Germany (Frankfurt) | eu-central-1 |
UAE (Dubai) | me-east-1 |
China (Shanghai) Finance Cloud | cn-shanghai-finance-1 |
China (Beijing) Finance Cloud (Invitational Preview) | cn-beijing-finance-1 |
South China 1 Finance Cloud | cn-shenzhen-finance-1 |
China (Beijing) Alibaba Gov Cloud 1 | cn-north-2-gov-1 |
Query TPC-DS data
Supported tools and platforms
Note
The Data Map feature in DataWorks cannot discover the tables in this public dataset because the data is stored in the BIGDATA_PUBLIC_DATASET project and requires cross-project access.
Billing
You are not charged for the storage of this public dataset. However, you are charged for the computing resources that are consumed when you run queries. For more information about billing rules, see Pay-as-you-go computing pricing.
Prerequisites
Cross-project access
The public dataset is stored in the
BIGDATA_PUBLIC_DATASETproject. Because users are not added as members to this project, you must use cross-project access to query the data. To do this, specify the project name and schema name before the table name in theproject.schema.tableformat.Enable session-level schema syntax.
If you have not enabled the tenant-level schema syntax, you must enable the session-level schema syntax to access the tables in the public project. For example:
-- Enable session-level schema syntax. SET odps.namespace.schema=true;The TPC-DS dataset is stored in the
BIGDATA_PUBLIC_DATASETproject, which uses schemas for storage. Therefore, if you have not enabled the tenant-level schema syntax, you cannot directly view the public dataset in DataWorks Data Analysis. However, you can still query the table data using SQL statements.Set flags.
Because data is accessed across projects, set the following flags to ensure that SQL statements run correctly.
-- The TPC-DS table schema uses data types such as DECIMAL and INT. You must enable the following flags to run queries. SET odps.sql.hive.compatible=true; SET odps.sql.type.system.odps2=true; SET odps.sql.decimal.odps2=true; -- The flag values for new projects are the same as those listed below. The flag values for existing projects may be different because the flag values for existing projects remain unchanged to prevent affecting existing queries. -- Use setproject to change the values to the system defaults. If you do not set these flags, an error may occur for ORDER BY statements that do not include a LIMIT clause. In addition, the join order for the Q72 query may be suboptimal, which causes a long runtime. SET odps.sql.validate.orderby.limit=false; -- The Q77 query for TPC-DS uses a Cartesian product. By default, MaxCompute does not support Cartesian products for sort-merge joins. To use them, set the following session-level flag. SET odps.sql.allow.cartesian=true;
Query example
Activate MaxCompute and create a project. For more information, see Create a MaxCompute project.
Query example
-- Enable session-level schema syntax. SET odps.namespace.schema=true; -- The query in this example is for the tpcds_10g dataset. To run queries on other datasets, replace the schema name with the corresponding name. SELECT * FROM bigdata_public_dataset.tpcds_10g.store_sales limit 100;The following result is returned:
+-----------------+-----------------+------------+----------------+-------------+-------------+------------+-------------+-------------+------------------+-------------+-------------------+---------------+----------------+---------------------+--------------------+-----------------------+-------------------+------------+---------------+-------------+---------------------+---------------+ | ss_sold_date_sk | ss_sold_time_sk | ss_item_sk | ss_customer_sk | ss_cdemo_sk | ss_hdemo_sk | ss_addr_sk | ss_store_sk | ss_promo_sk | ss_ticket_number | ss_quantity | ss_wholesale_cost | ss_list_price | ss_sales_price | ss_ext_discount_amt | ss_ext_sales_price | ss_ext_wholesale_cost | ss_ext_list_price | ss_ext_tax | ss_coupon_amt | ss_net_paid | ss_net_paid_inc_tax | ss_net_profit | +-----------------+-----------------+------------+----------------+-------------+-------------+------------+-------------+-------------+------------------+-------------+-------------------+---------------+----------------+---------------------+--------------------+-----------------------+-------------------+------------+---------------+-------------+---------------------+---------------+ | NULL | NULL | 39073 | NULL | 1420876 | 1738 | 56600 | NULL | NULL | 41171 | 90 | 53.3 | NULL | 72.87 | 0 | NULL | 4797 | 7626.6 | 459.08 | 0 | NULL | NULL | NULL | | NULL | NULL | 22434 | 98163 | NULL | NULL | NULL | 1 | NULL | 8909 | NULL | 15.22 | NULL | 9.2 | NULL | 690 | NULL | 1380.75 | NULL | NULL | NULL | NULL | -451.5 | | NULL | NULL | 82219 | NULL | NULL | 1572 | 209531 | 38 | 285 | 14907 | 48 | 84.64 | 132.03 | NULL | 0 | NULL | NULL | NULL | 51.96 | 0 | NULL | 2650.2 | -1464.48 | | NULL | NULL | 97573 | 214533 | 1298744 | NULL | NULL | NULL | 77 | 26167 | NULL | 92.55 | 143.45 | 91.8 | 0 | 8353.8 | NULL | NULL | NULL | 0 | NULL | NULL | -68.25 | | NULL | NULL | 60120 | 376494 | NULL | 1678 | 13917 | NULL | NULL | 35953 | 9 | 46.97 | NULL | NULL | NULL | NULL | NULL | 714.33 | NULL | NULL | NULL | NULL | 34.38 | | NULL | NULL | 85927 | NULL | NULL | NULL | 22622 | 19 | 122 | 3 | NULL | NULL | 130.66 | NULL | NULL | 3104.46 | NULL | 3527.82 | 124.17 | NULL | NULL | NULL | NULL | | NULL | NULL | 25498 | NULL | 1504134 | 3745 | 96156 | 58 | NULL | 14914 | 63 | NULL | NULL | 0.68 | 10.71 | 42.84 | NULL | 148.05 | NULL | 10.71 | 32.13 | 35.02 | NULL | | NULL | NULL | 62918 | 272574 | 1120896 | 6818 | NULL | NULL | NULL | 14915 | 34 | 18.81 | NULL | NULL | 0 | NULL | NULL | NULL | NULL | 0 | 1240.66 | NULL | 601.12 | | NULL | NULL | 82088 | 496000 | 1330049 | NULL | 204594 | 67 | NULL | 14902 | 50 | NULL | 1.46 | 1.09 | 0 | 54.5 | 62.5 | 73 | 4.36 | 0 | NULL | NULL | NULL | | NULL | NULL | 97843 | 377826 | NULL | 6088 | NULL | 2 | NULL | 7327 | 38 | 73.11 | 97.96 | NULL | NULL | 1600.56 | 2778.18 | 3722.48 | NULL | NULL | 1600.56 | 1728.6 | NULL | | NULL | NULL | 58623 | NULL | NULL | 7029 | 14784 | NULL | 94 | 26170 | NULL | NULL | NULL | NULL | 0 | 1879 | 4202 | 4370 | 150.32 | 0 | 1879 | NULL | NULL | | NULL | NULL | 87829 | 57817 | NULL | 6906 | 28874 | NULL | 378 | 26171 | 22 | 60.67 | NULL | NULL | 118.9 | 990.88 | 1334.74 | NULL | 26.15 | 118.9 | 871.98 | 898.13 | -462.76 | | NULL | NULL | 48322 | NULL | 547185 | 4104 | NULL | NULL | NULL | 31046 | NULL | NULL | 9.15 | 4.39 | 0 | 351.2 | NULL | 732 | NULL | 0 | NULL | 365.24 | NULL | | NULL | NULL | 36184 | 232464 | 314914 | NULL | NULL | NULL | 121 | 20656 | 24 | 53.29 | NULL | NULL | NULL | NULL | 1278.96 | NULL | NULL | NULL | 95.04 | NULL | -1183.92 | | NULL | NULL | 80738 | NULL | 169026 | NULL | 109667 | 38 | 19 | 20655 | 35 | 26.46 | 43.12 | NULL | NULL | 422.45 | 926.1 | NULL | 25.34 | NULL | NULL | NULL | NULL | | NULL | NULL | 46490 | 343482 | NULL | NULL | NULL | 38 | NULL | 20655 | NULL | NULL | NULL | NULL | 0 | NULL | 6275.55 | NULL | 68.27 | 0 | NULL | 6895.47 | 551.65 | | NULL | NULL | 17958 | 206463 | NULL | NULL | NULL | 25 | NULL | 20654 | NULL | 39.8 | NULL | 6.2 | 57.04 | 248 | 1592 | 3104.4 | 3.81 | 57.04 | NULL | 194.77 | -1401.04 | | NULL | NULL | 62707 | NULL | 1903460 | 6988 | 42469 | NULL | NULL | 42570 | 38 | 60.75 | 91.12 | NULL | 0 | 380.76 | 2308.5 | NULL | NULL | 0 | NULL | 407.41 | NULL | | NULL | NULL | 27548 | 343415 | 1289219 | 6223 | NULL | NULL | NULL | 20659 | NULL | NULL | 45.98 | 2.29 | NULL | 43.51 | NULL | 873.62 | 3.91 | NULL | NULL | NULL | -502.55 | | NULL | NULL | 53258 | 40152 | NULL | 3046 | 59693 | 16 | 72 | 26160 | 34 | 88.78 | 166.01 | 154.38 | 0 | NULL | 3018.52 | NULL | NULL | 0 | NULL | NULL | NULL | | NULL | NULL | 15001 | 353029 | NULL | 2092 | NULL | NULL | 68 | 6 | NULL | NULL | NULL | NULL | NULL | 449.88 | NULL | NULL | NULL | NULL | NULL | NULL | NULL | | NULL | NULL | 50496 | 451224 | 963571 | 5071 | NULL | 46 | NULL | 20660 | NULL | 55.31 | 110.06 | 93.55 | 0 | NULL | 442.48 | NULL | 67.35 | 0 | 748.4 | 815.75 | 305.92 | | NULL | NULL | 66573 | 384060 | NULL | NULL | NULL | NULL | NULL | 31043 | NULL | NULL | 55.36 | 3.32 | NULL | 185.92 | 2000.32 | 3100.16 | NULL | NULL | 185.92 | 189.63 | -1814.4 | | NULL | NULL | 90182 | 154742 | 1356667 | NULL | 124517 | NULL | 42 | 14895 | 76 | NULL | NULL | 9.09 | NULL | 690.84 | NULL | 3839.52 | NULL | NULL | 200.35 | NULL | -1993.77 | | NULL | NULL | 89989 | NULL | NULL | NULL | NULL | NULL | NULL | 48982 | NULL | 3.15 | 5.85 | NULL | 0 | 414.96 | NULL | 532.35 | 16.59 | 0 | 414.96 | NULL | NULL | | NULL | NULL | 61099 | 104451 | 71288 | 6925 | 174515 | NULL | NULL | 10 | 92 | NULL | NULL | NULL | NULL | 2092.08 | 2280.68 | 3033.24 | NULL | NULL | 2092.08 | 2280.36 | -188.6 | | NULL | NULL | 92095 | 239093 | 281730 | 2767 | NULL | NULL | NULL | 48978 | 92 | 17.62 | 22.55 | 6.99 | NULL | 643.08 | 1621.04 | NULL | 19.29 | NULL | 643.08 | NULL | NULL | | NULL | NULL | 24430 | NULL | 54906 | 2936 | NULL | 44 | 488 | 35961 | 87 | 38.78 | NULL | 12.92 | NULL | 1124.04 | NULL | 3406.92 | 22.48 | NULL | NULL | 1146.52 | -2249.82 | | NULL | NULL | 84283 | 108617 | 777596 | 6575 | 56754 | NULL | NULL | 14891 | 91 | NULL | NULL | NULL | 0 | 2110.29 | NULL | 3297.84 | 147.72 | 0 | NULL | NULL | 192.92 | | NULL | NULL | 90794 | NULL | 281730 | 2767 | 125004 | 13 | 28 | 48978 | NULL | NULL | 77.47 | NULL | NULL | NULL | 3901.8 | NULL | NULL | NULL | NULL | NULL | NULL | | NULL | NULL | 20656 | 63574 | 324806 | 1238 | 59623 | 67 | NULL | 14890 | 67 | NULL | 91.86 | 27.55 | 0 | NULL | 3140.29 | 6154.62 | NULL | 0 | NULL | 1919.68 | -1294.44 | | NULL | NULL | 54828 | NULL | 781292 | NULL | 72923 | 56 | 246 | 11 | NULL | NULL | NULL | NULL | 0 | NULL | 4141.28 | NULL | 483.99 | 0 | NULL | 5861.67 | 1236.4 | | NULL | NULL | 53799 | NULL | NULL | NULL | 183758 | NULL | NULL | 14888 | 91 | NULL | NULL | 0 | NULL | 0 | NULL | 1955.59 | 0 | NULL | 0 | 0 | NULL | | NULL | NULL | 90484 | 40713 | 717863 | NULL | NULL | NULL | NULL | 14887 | NULL | 15.64 | 17.82 | NULL | NULL | NULL | 641.24 | NULL | NULL | NULL | 34.17 | 36.56 | NULL | | NULL | NULL | 71720 | NULL | 1835166 | NULL | 192536 | 49 | 99 | 35968 | 2 | 47.38 | NULL | NULL | NULL | NULL | NULL | 154.44 | NULL | NULL | NULL | NULL | 30.32 | | NULL | NULL | 30862 | 196636 | 16807 | 6131 | NULL | 25 | 376 | 14880 | 72 | 73.28 | NULL | 78.08 | 0 | 5621.76 | 5276.16 | 5856.48 | 337.3 | 0 | 5621.76 | NULL | 345.6 | | NULL | NULL | 66734 | 378535 | 519961 | NULL | 206013 | 31 | NULL | 35969 | 28 | NULL | 66.74 | NULL | NULL | 1625.68 | NULL | 1868.72 | NULL | NULL | 292.63 | NULL | -1133.97 | | NULL | NULL | 88849 | 267814 | 1705234 | 2301 | 176521 | NULL | NULL | 35948 | 69 | NULL | 7.65 | 5.2 | 0 | NULL | 527.85 | NULL | NULL | 0 | NULL | NULL | NULL | | NULL | NULL | 92298 | 440725 | NULL | 3376 | 102125 | NULL | NULL | 35970 | 80 | NULL | 60.55 | NULL | 847.17 | NULL | 2647.2 | NULL | NULL | 847.17 | 1720.03 | NULL | -927.17 | | NULL | NULL | 7184 | 51104 | NULL | NULL | 138239 | NULL | 169 | 19 | 49 | 61.82 | 110.03 | NULL | NULL | 1401.4 | NULL | 5391.47 | NULL | NULL | NULL | NULL | NULL | | NULL | NULL | 88454 | 197060 | NULL | NULL | 198345 | 26 | 20 | 14925 | 51 | NULL | 95 | 32.3 | 0 | 1647.3 | 3318.57 | 4845 | 0 | 0 | NULL | NULL | NULL | | NULL | NULL | 60380 | NULL | NULL | NULL | 221719 | NULL | NULL | 14926 | 86 | NULL | 24.16 | 2.17 | NULL | NULL | 1855.88 | 2077.76 | NULL | NULL | 186.62 | 201.54 | -1669.26 | | NULL | NULL | 8539 | 248260 | 1547699 | 3138 | 147377 | NULL | 444 | 14927 | NULL | NULL | 6.62 | 2.97 | 0 | NULL | 512.64 | 635.52 | NULL | 0 | 285.12 | 296.52 | NULL | | NULL | NULL | 93595 | 237437 | 1834495 | NULL | 149811 | NULL | 442 | 14929 | 67 | 41.68 | 65.43 | NULL | NULL | NULL | 2792.56 | NULL | NULL | NULL | 1972.48 | NULL | NULL | | NULL | NULL | 15248 | 418743 | NULL | NULL | 204342 | NULL | 100 | 14930 | NULL | 82.42 | NULL | NULL | NULL | 3345 | 8242 | NULL | NULL | NULL | 3345 | 3545.7 | NULL | | NULL | NULL | 95747 | 62791 | NULL | 711 | 51271 | NULL | 38 | 35946 | 86 | NULL | NULL | 52.85 | NULL | NULL | 2732.22 | 4835.78 | 90.9 | NULL | 4545.1 | NULL | 1812.88 | | NULL | NULL | 41587 | NULL | 877829 | 2403 | 132977 | 74 | 255 | 14868 | NULL | NULL | 112.3 | 69.62 | NULL | NULL | NULL | 336.9 | NULL | NULL | NULL | NULL | 31.53 | | NULL | NULL | 72620 | NULL | 936772 | NULL | NULL | 76 | NULL | 35945 | NULL | NULL | 99.91 | NULL | NULL | NULL | 1189.5 | 1498.65 | 6.87 | NULL | 229.28 | 236.15 | NULL | | NULL | NULL | 61078 | NULL | 1695076 | NULL | 116906 | 2 | NULL | 31042 | 2 | 91.01 | 148.34 | 10.38 | 0 | NULL | NULL | 296.68 | NULL | 0 | NULL | NULL | -161.26 | | NULL | NULL | 26476 | 333344 | 221814 | 3084 | 60801 | NULL | NULL | 14933 | 83 | NULL | NULL | NULL | NULL | 2583.79 | NULL | NULL | NULL | NULL | NULL | NULL | 168.49 | | NULL | NULL | 13849 | NULL | 1026254 | NULL | 142191 | 28 | 136 | 26152 | 65 | NULL | 29.44 | NULL | NULL | 95.55 | NULL | 1913.6 | 7.64 | NULL | NULL | NULL | -1010.75 | | NULL | NULL | 60799 | NULL | 96041 | NULL | NULL | NULL | 93 | 26151 | 6 | 30.56 | NULL | 28.21 | 28.77 | NULL | 183.36 | NULL | 11.23 | 28.77 | 140.49 | NULL | -42.87 | | NULL | NULL | 69529 | 325046 | 1633417 | 2141 | NULL | NULL | NULL | 35978 | 51 | 72.42 | 83.28 | 16.65 | 0 | NULL | NULL | 4247.28 | 76.42 | 0 | NULL | 925.57 | -2844.27 | | NULL | NULL | 17822 | NULL | NULL | NULL | 199677 | 76 | 320 | 42573 | NULL | 71.23 | 129.63 | NULL | NULL | NULL | NULL | 8166.69 | NULL | NULL | NULL | 3464.01 | -1057.77 | | NULL | NULL | 24737 | 212139 | NULL | 3208 | 199719 | NULL | NULL | 14934 | NULL | 68.23 | 68.91 | 33.76 | 0 | 1519.2 | NULL | NULL | NULL | 0 | 1519.2 | 1640.73 | -1551.15 | | NULL | NULL | 10439 | 292855 | 500497 | 492 | 24534 | 76 | NULL | 42569 | 74 | 20.32 | 29.87 | NULL | 0 | NULL | NULL | 2210.38 | NULL | 0 | NULL | 1347.64 | -244.2 | | NULL | NULL | 41249 | 495385 | NULL | 4103 | NULL | 7 | NULL | 14866 | NULL | NULL | 25.6 | 16.89 | 0 | 928.95 | 1235.3 | 1408 | 55.73 | 0 | NULL | 984.68 | NULL | | NULL | NULL | 53629 | 426176 | 932143 | NULL | NULL | 14 | NULL | 48975 | 83 | 57.65 | 60.53 | 38.73 | 0 | 3214.59 | NULL | NULL | NULL | 0 | NULL | NULL | -1570.36 | | NULL | NULL | 79070 | NULL | 1718513 | NULL | NULL | 56 | 380 | 42568 | NULL | NULL | 37.03 | NULL | NULL | 675.99 | NULL | NULL | NULL | NULL | NULL | NULL | -1720.91 | | NULL | NULL | 75323 | 338864 | 701453 | 4042 | 93784 | 50 | NULL | 31038 | 85 | NULL | 13 | NULL | NULL | NULL | 884 | 1105 | 19.89 | NULL | NULL | NULL | NULL | | NULL | NULL | 34640 | NULL | NULL | NULL | 17559 | 40 | NULL | 48970 | NULL | 16.53 | 23.14 | 9.95 | NULL | 298.5 | NULL | 694.2 | 2.98 | NULL | NULL | 301.48 | -197.4 | | NULL | NULL | 88971 | NULL | 1568794 | NULL | NULL | 76 | 307 | 7333 | NULL | NULL | 79.74 | 76.55 | 0 | 153.1 | 89.1 | 159.48 | NULL | 0 | 153.1 | NULL | 64 | | NULL | NULL | 77393 | 430396 | 269868 | NULL | 67306 | NULL | 312 | 14862 | NULL | NULL | 175.44 | 3.5 | NULL | 129.5 | 3245.64 | 6491.28 | NULL | NULL | 129.5 | 134.68 | -3116.14 | | NULL | NULL | 31636 | 306407 | 72705 | 1756 | NULL | NULL | 198 | 14940 | 86 | NULL | 146.54 | NULL | 0 | NULL | 7779.56 | 12602.44 | NULL | 0 | 8947.44 | 9394.81 | NULL | | NULL | NULL | 7834 | NULL | 477126 | NULL | 100475 | NULL | NULL | 35984 | NULL | 39.43 | NULL | NULL | NULL | 151.9 | NULL | NULL | 13.67 | NULL | NULL | 165.57 | NULL | | NULL | NULL | 60914 | 464049 | NULL | NULL | NULL | 82 | NULL | 7320 | NULL | NULL | NULL | NULL | NULL | NULL | 3214.17 | 4242.25 | 31.8 | NULL | 1060.03 | NULL | -2154.14 | | NULL | NULL | 21651 | NULL | 1419300 | NULL | NULL | 68 | NULL | 14860 | NULL | 11.18 | NULL | NULL | 0 | 400.64 | NULL | 500.8 | NULL | 0 | NULL | 404.64 | 42.88 | | NULL | NULL | 100164 | 342185 | 564208 | 3478 | 140701 | 8 | 244 | 42557 | 95 | NULL | 26.97 | NULL | 563.35 | NULL | 2373.1 | 2562.15 | 0 | 563.35 | NULL | 0 | NULL | | NULL | NULL | 85194 | NULL | 564208 | 3478 | 140701 | NULL | 292 | 42557 | NULL | 66.43 | 116.25 | 4.65 | 0 | 311.55 | NULL | NULL | 24.92 | 0 | NULL | NULL | NULL | | NULL | NULL | 90834 | NULL | 564208 | NULL | NULL | NULL | NULL | 42557 | 89 | NULL | NULL | NULL | NULL | 402.28 | 2338.03 | NULL | NULL | NULL | 366.08 | 377.06 | -1971.95 | | NULL | NULL | 5084 | NULL | NULL | NULL | 63654 | NULL | 376 | 7336 | 69 | 86.04 | NULL | NULL | 0 | 5479.29 | 5936.76 | 8429.73 | 383.55 | 0 | 5479.29 | NULL | NULL | | NULL | NULL | 81499 | NULL | NULL | NULL | 151451 | 58 | NULL | 20652 | 48 | NULL | 64 | NULL | NULL | NULL | NULL | 3072 | 0 | NULL | NULL | 2181.12 | 261.12 | | NULL | NULL | 676 | 473523 | NULL | 4509 | 94755 | NULL | NULL | 35937 | 30 | 78.49 | 89.47 | NULL | 6.94 | NULL | 2354.7 | NULL | NULL | 6.94 | 46.46 | NULL | -2308.24 | | NULL | NULL | 60001 | NULL | 446072 | 4353 | 238234 | NULL | NULL | 26149 | 7 | NULL | 100.81 | 24.19 | NULL | NULL | 555.66 | NULL | NULL | NULL | NULL | 184.56 | NULL | | NULL | NULL | 57841 | 90177 | 1130369 | 2114 | NULL | 44 | 460 | 31036 | 94 | NULL | 30.51 | NULL | NULL | NULL | 1899.74 | 2867.94 | 0 | NULL | NULL | NULL | NULL | | NULL | NULL | 50752 | 55142 | NULL | NULL | 71154 | 20 | 85 | 35933 | NULL | NULL | 112.29 | NULL | 0 | NULL | 5452.44 | 9432.36 | 207.48 | 0 | NULL | NULL | -1302.84 | | NULL | NULL | 7108 | NULL | NULL | 5423 | 243298 | NULL | 84 | 14852 | NULL | NULL | 31.3 | NULL | 0 | 1516.4 | NULL | 2660.5 | NULL | 0 | NULL | NULL | NULL | | NULL | NULL | 3949 | NULL | NULL | NULL | NULL | 94 | NULL | 14851 | NULL | NULL | 88.44 | NULL | 1010.02 | NULL | 4267.86 | 7340.52 | NULL | 1010.02 | 1338.88 | NULL | NULL | | NULL | NULL | 23335 | 374794 | NULL | NULL | NULL | NULL | 89 | 35932 | NULL | NULL | NULL | NULL | 0 | NULL | NULL | 5926.14 | NULL | 0 | NULL | 6103.92 | NULL | | NULL | NULL | 43855 | 456448 | NULL | 2939 | 246408 | NULL | NULL | 14952 | NULL | 35.59 | 70.46 | NULL | 621.18 | 887.4 | NULL | 3170.7 | 0 | 621.18 | NULL | NULL | NULL | | NULL | NULL | 2896 | 147971 | NULL | 6773 | 180574 | 67 | 486 | 34 | 20 | 22.82 | NULL | 6.74 | NULL | 134.8 | NULL | NULL | NULL | NULL | NULL | NULL | NULL | | NULL | NULL | 3829 | 302788 | NULL | 1341 | NULL | NULL | NULL | 48959 | 30 | 27.05 | 32.46 | NULL | NULL | NULL | 811.5 | NULL | NULL | NULL | 369.9 | 369.9 | NULL | | NULL | NULL | 35413 | 477124 | NULL | NULL | NULL | NULL | 381 | 48957 | 2 | 13.73 | 19.63 | NULL | 0 | NULL | 27.46 | 39.26 | 1.39 | 0 | 34.94 | NULL | 7.48 | | NULL | NULL | 15138 | NULL | NULL | NULL | 123403 | NULL | 66 | 14849 | 94 | 40.87 | 47 | 13.63 | NULL | NULL | 3841.78 | NULL | NULL | NULL | NULL | 96.86 | -3752.09 | | NULL | NULL | 26168 | NULL | NULL | 2171 | NULL | 26 | NULL | 38 | 2 | NULL | NULL | NULL | 0 | NULL | 190.42 | 239.92 | 6.38 | 0 | 91.16 | 97.54 | NULL | | NULL | NULL | 100653 | 426136 | NULL | 2033 | NULL | NULL | NULL | 35924 | 64 | 9.07 | 14.33 | 5.15 | 0 | NULL | 580.48 | 917.12 | 26.36 | 0 | NULL | 355.96 | NULL | | NULL | NULL | 10705 | NULL | NULL | NULL | 203478 | 46 | 293 | 48955 | 65 | 32.09 | 44.28 | NULL | 0 | 1927.9 | NULL | 2878.2 | NULL | 0 | NULL | NULL | NULL | | NULL | NULL | 70316 | 366489 | NULL | 2233 | 249705 | 16 | 58 | 40 | NULL | 38.12 | NULL | 62.75 | 0 | NULL | NULL | 3522.2 | 103.53 | 0 | NULL | 3554.78 | NULL | | NULL | NULL | 28379 | NULL | NULL | 6216 | NULL | 43 | 254 | 35989 | NULL | 13.27 | NULL | NULL | 0 | NULL | 1035.06 | 1345.5 | NULL | 0 | 349.44 | 363.41 | NULL | | NULL | NULL | 55728 | NULL | 590996 | NULL | NULL | 79 | NULL | 26181 | 94 | NULL | 182.78 | NULL | 0 | 15118.96 | NULL | NULL | NULL | 0 | 15118.96 | NULL | NULL | | NULL | NULL | 62502 | 86490 | NULL | NULL | 216915 | NULL | 91 | 26182 | NULL | NULL | NULL | NULL | NULL | 133.92 | NULL | NULL | 0 | NULL | NULL | 133.92 | NULL | | NULL | NULL | 72087 | NULL | NULL | 3278 | NULL | 14 | NULL | 14955 | 61 | NULL | 104.28 | 32.32 | NULL | 1971.52 | 4448.73 | NULL | NULL | NULL | 1971.52 | 2010.95 | NULL | | NULL | NULL | 40093 | 369422 | NULL | 1668 | NULL | 55 | NULL | 14844 | NULL | 84.1 | NULL | NULL | 0 | 2834.52 | NULL | NULL | 0 | 0 | NULL | 2834.52 | NULL | | NULL | NULL | 54979 | 171726 | 577101 | NULL | 40251 | 40 | NULL | 48952 | NULL | 1.1 | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | 11.92 | -2.16 | | NULL | NULL | 16181 | NULL | NULL | 6319 | NULL | NULL | NULL | 31035 | NULL | 82.72 | NULL | 62.86 | 0 | NULL | 2564.32 | 2564.32 | 97.43 | 0 | NULL | NULL | -615.66 | | NULL | NULL | 18379 | 445761 | NULL | 5529 | NULL | NULL | NULL | 31052 | NULL | 85.25 | NULL | 33.03 | NULL | NULL | 7587.25 | 11759.57 | NULL | NULL | 2939.67 | 2998.46 | -4647.58 | | NULL | NULL | 72566 | NULL | NULL | 877 | 60361 | NULL | 138 | 14841 | 1 | NULL | 12.11 | 0.6 | NULL | NULL | 7.43 | 12.11 | 0.03 | NULL | 0.6 | NULL | -6.83 | | NULL | NULL | 26398 | NULL | 1781928 | NULL | 18588 | 16 | 128 | 20668 | 64 | NULL | 40.32 | NULL | NULL | NULL | NULL | 2580.48 | NULL | NULL | NULL | NULL | 98.75 | | NULL | NULL | 55346 | NULL | 1781928 | NULL | NULL | 16 | 96 | 20668 | NULL | 65.99 | NULL | 34.1 | 0 | NULL | 3761.43 | NULL | NULL | 0 | 1943.7 | 1982.57 | -1817.73 | | NULL | NULL | 48684 | NULL | 827096 | 1660 | NULL | 68 | NULL | 31056 | NULL | NULL | NULL | NULL | NULL | 3721.74 | 4372.5 | NULL | 260.52 | NULL | NULL | 3982.26 | NULL | +-----------------+-----------------+------------+----------------+-------------+-------------+------------+-------------+-------------+------------------+-------------+-------------------+---------------+----------------+---------------------+--------------------+-----------------------+-------------------+------------+---------------+-------------+---------------------+---------------+
Query samples for other sizes
MaxCompute provides sample query files for datasets of different sizes. Each file contains 99 queries. These queries vary greatly in complexity and the amount of data they scan. Select queries carefully to avoid high computing costs.
You can also use the tools in the TPC-DS benchmark suite to generate different versions of these queries. The versions vary based on parameter values. For more information, see the official TPC-DS documentation.
Data Specifications | Query file |
10 GB | |
100 GB | |
1 TB | |
10 TB |