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* Articles Oracle 8i Oracle 9i Oracle 10g Oracle 11g Oracle 12c Oracle 13c Oracle 18c Oracle 19c Oracle 21c Oracle 23ai Miscellaneous PL/SQL SQL Oracle RAC Oracle Apps WebLogic Linux MySQL * Scripts * Blog * Certification * Videos * Misc Aggregator Privacy policy * Printer Friendly * About Search 8i | 9i | 10g | 11g | 12c | 13c | 18c | 19c | 21c | 23ai | Misc | PL/SQL | SQL | RAC | WebLogic | Linux Home » Articles » Misc » Here MEASURING STORAGE PERFORMANCE FOR ORACLE SYSTEMS Storage vendors offer endless amounts of performance data on their products, but the information doesn't necessarily reflect how the storage will perform when it is used by an Oracle database. This article outlines some easy ways to test the performance of your storage systems, including some utilities provided by Oracle. Remember, the Oracle utilities use a simulated load to mimic the type of operations performed by an Oracle database. There is no guarantee your applications will be able to achieve the level of performance they produce. * DD * ORION * DBMS_RESOURCE_MANAGER.CALIBRATE_IO * SLOB DD For a quick and dirty test of your disk performance, you can time writes performed by the dd command. $ time sh -c "dd if=/dev/zero of=dd-test-file bs=8k count=1000000 && sync" 1000000+0 records in 1000000+0 records out real 0m18.42s user 0m0.70s sys 0m16.77s $ ls -l ddfile -rw-r--r-- 1 oracle oinstall 8192000000 Nov 2 16:11 dd-test-file $ rm dd-test-file $ This is no reflection of how disk performance will look when being accessed by Oracle systems. ORION ORION (ORacle IO Numbers) mimics the type of I/O performed by Oracle databases, which allows you to measure I/O performance for storage systems without actually installing Oracle. It used to be available to download for a number of platforms from OTN, but that download is no longer available. Instead, it is included in the "$ORACLE_HOME/bin" directory of Grid Infrastructure (GI) and database installations. The usage information is displayed with the following command. # export ORACLE_HOME=/u01/app/oracle/product/12.1.0.2/db_1 # $ORACLE_HOME/bin/orion -help To run the test you need to know the LUNs you will be using for Oracle. In this case I am running it on a little VM, so I'm just going to fake the LUNs using the ext3 filesystem. # mkdir /luns # dd if=/dev/zero of=/luns/lun1 bs=1024k count=10 # dd if=/dev/zero of=/luns/lun2 bs=1024k count=10 # dd if=/dev/zero of=/luns/lun3 bs=1024k count=10 # dd if=/dev/zero of=/luns/lun4 bs=1024k count=10 Next, create a file to hold the LUN configuration. In this case I will call my test "ob-test", so my LUN configuration file must be called "ob-test.lun". It is assumed it is present in the current directory. The file should contain a list of the luns used in the test. /luns/lun1 /luns/lun2 /luns/lun3 /luns/lun4 If you don't specify a test name, the utility assumes the test is called "orion" and looks for the presence of the "orion.lun" file. Next we run a test. I'm going to do a full grid of tests, comparing the performance of a range of small I/O operations (8K) against a range of large I/O operations (1M). Doing the run using the "normal" option can take a long time, so you may want to try using the "basic" option first. # $ORACLE_HOME/bin/orion -run normal -testname ob-test ORION: ORacle IO Numbers -- Version 12.1.0.2.0 ob-test_20140828_1804 Calibration will take approximately 190 minutes. Using a large value for -cache_size may take longer. Maximum Large MBPS=1672.01 @ Small=0 and Large=2 Maximum Small IOPS=16262 @ Small=13 and Large=1 Small Read Latency: avg=796 us, min=111 us, max=4927 us, std dev=254 us @ Small=13 and Large=1 Minimum Small Latency=148 usecs @ Small=1 and Large=0 Small Read Latency: avg=148 us, min=0 us, max=82630 us, std dev=209 us @ Small=1 and Large=0 Small Read / Write Latency Histogram @ Small=1 and Large=0 Latency: # of IOs (read) # of IOs (write) 0 - 1 us: 18 0 2 - 4 us: 0 0 4 - 8 us: 0 0 8 - 16 us: 3 0 16 - 32 us: 4 0 32 - 64 us: 5 0 64 - 128 us: 64513 0 128 - 256 us: 325674 0 256 - 512 us: 5759 0 512 - 1024 us: 139 0 1024 - 2048 us: 21 0 2048 - 4096 us: 3 0 4096 - 8192 us: 1 0 8192 - 16384 us: 0 0 16384 - 32768 us: 1 0 32768 - 65536 us: 0 0 65536 - 131072 us: 3 0 131072 - 262144 us: 0 0 262144 - 524288 us: 0 0 524288 - 1048576 us: 0 0 1048576 - 2097152 us: 0 0 2097152 - 4194304 us: 0 0 4194304 - 8388608 us: 0 0 8388608 - 16777216 us: 0 0 16777216 - 33554432 us: 0 0 33554432 - 67108864 us: 0 0 67108864 - 134217728 us: 0 0 134217728 - 268435456 us: 0 0 # On completion of the test, the directory with the ORION executable will contain several new files containing information about the IOPS, MBPS and latency gathered for each test. Here are the files produced by this run. * ob-test_20140828_1804_summary.txt * ob-test_20140828_1804_iops.csv * ob-test_20140828_1804_mbps.csv * ob-test_20140828_1804_lat.csv * ob-test_20140828_1804_trace.txt * ob-test_20140828_1804_hist.txt Obviously, the parameters you use for your runs will have to be tailored to reflect your setup. Remember, no simulation is ever perfect, but the results give you an idea of what your storage system is capable of delivering. DBMS_RESOURCE_MANAGER.CALIBRATE_IO Introduced in Oracle Database 11g Release 1, the CALIBRATE_IO procedure gives an idea of the capabilities of the storage system from within Oracle. There are a few restrictions associated with the procedure. * The procedure must be called by a user with the SYSDBA priviledge. * TIMED_STATISTICS must be set to TRUE, which is the default when STATISTICS_LEVEL is set to TYPICAL. * Datafiles must be accessed using asynchronous I/O. This is the default when ASM is used. You can check your current asynchronous I/O setting for your datafiles using the following query. SELECT d.name, i.asynch_io FROM v$datafile d, v$iostat_file i WHERE d.file# = i.file_no AND i.filetype_name = 'Data File'; NAME ASYNCH_IO -------------------------------------------------- --------- /u01/app/oracle/oradata/DB11G/system01.dbf ASYNC_OFF /u01/app/oracle/oradata/DB11G/sysaux01.dbf ASYNC_OFF /u01/app/oracle/oradata/DB11G/undotbs01.dbf ASYNC_OFF /u01/app/oracle/oradata/DB11G/users01.dbf ASYNC_OFF /u01/app/oracle/oradata/DB11G/example01.dbf ASYNC_OFF 5 rows selected. SQL> To turn on asynchronous I/O, issue the following command and restart the database. ALTER SYSTEM SET filesystemio_options=setall SCOPE=SPFILE; Provided your storage supports asynchronous I/O, the ASYNC_IO flag should now have changed. SELECT d.name, i.asynch_io FROM v$datafile d, v$iostat_file i WHERE d.file# = i.file_no AND i.filetype_name = 'Data File'; NAME ASYNCH_IO -------------------------------------------------- --------- /u01/app/oracle/oradata/DB11G/system01.dbf ASYNC_ON /u01/app/oracle/oradata/DB11G/sysaux01.dbf ASYNC_ON /u01/app/oracle/oradata/DB11G/undotbs01.dbf ASYNC_ON /u01/app/oracle/oradata/DB11G/users01.dbf ASYNC_ON /u01/app/oracle/oradata/DB11G/example01.dbf ASYNC_ON 5 rows selected. SQL> You can now call the procedure by running the following code. CONN / AS SYSDBA SET SERVEROUTPUT ON DECLARE l_latency PLS_INTEGER; l_iops PLS_INTEGER; l_mbps PLS_INTEGER; BEGIN DBMS_RESOURCE_MANAGER.calibrate_io (num_physical_disks => 1, max_latency => 20, max_iops => l_iops, max_mbps => l_mbps, actual_latency => l_latency); DBMS_OUTPUT.put_line('Max IOPS = ' || l_iops); DBMS_OUTPUT.put_line('Max MBPS = ' || l_mbps); DBMS_OUTPUT.put_line('Latency = ' || l_latency); END; / Max IOPS = 95 Max MBPS = 449 Latency = 20 PL/SQL procedure successfully completed. SQL> In addition to appearing on screen, the results of a calibration run can be displayed using the DBA_RSRC_IO_CALIBRATE view. SET LINESIZE 100 COLUMN start_time FORMAT A20 COLUMN end_time FORMAT A20 SELECT TO_CHAR(start_time, 'DD-MON-YYY HH24:MI:SS') AS start_time, TO_CHAR(end_time, 'DD-MON-YYY HH24:MI:SS') AS end_time, max_iops, max_mbps, max_pmbps, latency, num_physical_disks AS disks FROM dba_rsrc_io_calibrate; START_TIME END_TIME MAX_IOPS MAX_MBPS MAX_PMBPS LATENCY DISKS -------------------- -------------------- ---------- ---------- ---------- ---------- ---------- 20-JUL-010 18:07:21 20-JUL-010 18:13:55 95 449 461 20 1 SQL> Calibration runs can be monitored using the V$IO_CALIBRATION_STATUS view. SLOB In addition to the methods shown above, it is worth taking a look at the SLOB utility by Kevin Closson. For more information see. * Getting Started with Orion * DBMS_RESOURCE_MANAGER.CALIBRATE_IO Hope this helps. Regards Tim... Back to the Top. 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Data collected and processed: Device identifiers, Non-precise location data, Probabilistic identifiers, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices, Authentication-derived identifiers more Cookie duration resets each session. View details | Storage details | Privacy policylaunch Consent CRITEO SA Cookie duration: 390 (days). Data collected and processed: Device identifiers, Non-precise location data, Probabilistic identifiers, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices, Authentication-derived identifiers more Uses other forms of storage. View details | Storage details | Privacy policylaunch Consent ADLOOX SA Doesn't use cookies. Data collected and processed: Device identifiers, Non-precise location data, Probabilistic identifiers, Device characteristics, Browsing and interaction data, IP addresses more Uses other forms of storage. View details | Privacy policylaunch ConsentLegitimate interesthelp_outline BLIS GLOBAL LIMITED Cookie duration: 400 (days). Data collected and processed: Device identifiers, Precise location data, Non-precise location data, Probabilistic identifiers, User-provided data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices, Authentication-derived identifiers more Cookie duration resets each session. Uses other forms of storage. View details | Storage details | Privacy policylaunch Consent LOTAME SOLUTIONS, INC Cookie duration: 274 (days). Data collected and processed: Device identifiers, Probabilistic identifiers, User-provided data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices, Authentication-derived identifiers more Cookie duration resets each session. Uses other forms of storage. View details | Privacy policylaunch Consent LIVERAMP Cookie duration: 365 (days). Data collected and processed: Device identifiers, Non-precise location data, Device characteristics, Browsing and interaction data, IP addresses, Privacy choices, Authentication-derived identifiers more Cookie duration resets each session. Uses other forms of storage. View details | Storage details | Privacy policylaunch Consent GROUPM UK LIMITED Cookie duration: 395 (days). Data collected and processed: Device identifiers, Precise location data, Non-precise location data, Probabilistic identifiers, Device characteristics, Browsing and interaction data, IP addresses, Privacy choices, Authentication-derived identifiers more Cookie duration resets each session. View details | Storage details | Privacy policylaunch ConsentLegitimate interesthelp_outline LOOPME LIMITED Cookie duration: 90 (days). Data collected and processed: Device identifiers, Precise location data, Non-precise location data, Probabilistic identifiers, User-provided data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices more Cookie duration resets each session. Uses other forms of storage. View details | Storage details | Privacy policylaunch Consent DYNATA LLC Cookie duration: 365 (days). Data collected and processed: Device identifiers, Non-precise location data, User-provided data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices, Authentication-derived identifiers more Cookie duration resets each session. View details | Storage details | Privacy policylaunch Consent ASK LOCALA Doesn't use cookies. Data collected and processed: Device identifiers, Precise location data, Non-precise location data, Device characteristics, IP addresses, Privacy choices more Uses other forms of storage. View details | Privacy policylaunch Consent AZIRA Doesn't use cookies. Data collected and processed: Device identifiers, Precise location data, Non-precise location data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices more Uses other forms of storage. View details | Privacy policylaunch ConsentLegitimate interesthelp_outline DOUBLEVERIFY INC. Doesn't use cookies. Data collected and processed: Non-precise location data, Probabilistic identifiers, Device characteristics, Browsing and interaction data, IP addresses, Privacy choices more View details | Privacy policylaunch Legitimate interesthelp_outline BIDSWITCH GMBH Cookie duration: 365 (days). Data collected and processed: Device identifiers, Precise location data, Non-precise location data, Probabilistic identifiers, Device characteristics, Browsing and interaction data, IP addresses, Privacy choices, Authentication-derived identifiers more Cookie duration resets each session. Uses other forms of storage. View details | Storage details | Privacy policylaunch Consent IPONWEB GMBH Cookie duration: 365 (days). Data collected and processed: Device identifiers, Non-precise location data, User-provided data, Device characteristics, Browsing and interaction data, IP addresses, Privacy choices, Authentication-derived identifiers more Cookie duration resets each session. Uses other forms of storage. View details | Storage details | Privacy policylaunch Consent NEXTROLL, INC. Cookie duration: 183 (days). Data collected and processed: Device identifiers, Non-precise location data, User-provided data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices more Cookie duration resets each session. View details | Privacy policylaunch Consent TEADS FRANCE SAS Cookie duration: 365 (days). Data collected and processed: Device identifiers, Non-precise location data, Probabilistic identifiers, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices more Uses other forms of storage. View details | Storage details | Privacy policylaunch ConsentLegitimate interesthelp_outline STRÖER SSP GMBH (SSP) Cookie duration: 365 (days). Data collected and processed: Device identifiers, Non-precise location data, Probabilistic identifiers, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices more Uses other forms of storage. View details | Storage details | Privacy policylaunch ConsentLegitimate interesthelp_outline OS DATA SOLUTIONS GMBH & CO. KG Cookie duration: 90 (days). Data collected and processed: Device identifiers, Non-precise location data, Probabilistic identifiers, User-provided data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices more Uses other forms of storage. View details | Storage details | Privacy policylaunch ConsentLegitimate interesthelp_outline PERMODO GMBH Doesn't use cookies. Data collected and processed: Device identifiers, Non-precise location data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices more Uses other forms of storage. View details | Privacy policylaunch Consent PLATFORM161 B.V. Cookie duration: 396 (days). Data collected and processed: Device identifiers, Precise location data, Non-precise location data, Probabilistic identifiers, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices more Cookie duration resets each session. Uses other forms of storage. View details | Storage details | Privacy policylaunch Consent ADACADO TECHNOLOGIES INC. (DBA ADACADO) Cookie duration: 365 (days). Data collected and processed: Non-precise location data, Browsing and interaction data, IP addresses, Privacy choices more Cookie duration resets each session. View details | Storage details | Privacy policylaunch Consent BASIS GLOBAL TECHNOLOGIES, INC. Cookie duration: 365 (days). Data collected and processed: Device identifiers, Precise location data, Non-precise location data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices, Authentication-derived identifiers more Cookie duration resets each session. View details | Privacy policylaunch ConsentLegitimate interesthelp_outline SMADEX, S.L.U. Cookie duration: 365 (days). Data collected and processed: Device identifiers, Non-precise location data, Probabilistic identifiers, User-provided data, Device characteristics, Users’ profiles, IP addresses, Privacy choices more Cookie duration resets each session. View details | Storage details | Privacy policylaunch Consent BOMBORA INC. Cookie duration: 365 (days). Data collected and processed: Device identifiers, Non-precise location data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Authentication-derived identifiers more Cookie duration resets each session. Uses other forms of storage. View details | Storage details | Privacy policylaunch ConsentLegitimate interesthelp_outline EASYMEDIA GMBH Cookie duration: 365 (days). Data collected and processed: Device identifiers, Precise location data, Non-precise location data, Probabilistic identifiers, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices more Cookie duration resets each session. View details | Storage details | Privacy policylaunch Consent REMERGE GMBH Doesn't use cookies. Data collected and processed: Device identifiers, Non-precise location data, Device characteristics, Browsing and interaction data, IP addresses more Uses other forms of storage. View details | Privacy policylaunch ConsentLegitimate interesthelp_outline ADVANCED STORE GMBH Cookie duration: 365 (days). Data collected and processed: Device identifiers more Cookie duration resets each session. Uses other forms of storage. View details | Storage details | Privacy policylaunch ConsentLegitimate interesthelp_outline MAGNITE CTV, INC. Cookie duration: 366 (days). Data collected and processed: Device identifiers, Precise location data, Non-precise location data, Probabilistic identifiers, Device characteristics, Browsing and interaction data, IP addresses, Privacy choices more View details | Storage details | Privacy policylaunch ConsentLegitimate interesthelp_outline DELTA PROJECTS AB Cookie duration: 365 (days). Data collected and processed: Device identifiers, Precise location data, Non-precise location data, Probabilistic identifiers, User-provided data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices, Authentication-derived identifiers more View details | Storage details | Privacy policylaunch ConsentLegitimate interesthelp_outline USEMAX ADVERTISEMENT (EMEGO GMBH) Cookie duration: 365 (days). Data collected and processed: Users’ profiles more Cookie duration resets each session. View details | Storage details | Privacy policylaunch Consent EMETRIQ GMBH Cookie duration: 365 (days). Data collected and processed: Device identifiers, Non-precise location data, Probabilistic identifiers, User-provided data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices, Authentication-derived identifiers more Cookie duration resets each session. Uses other forms of storage. View details | Storage details | Privacy policylaunch Consent PUBLICIS MEDIA GMBH Cookie duration: 1825 (days). Data collected and processed: Device identifiers, Non-precise location data, Probabilistic identifiers, User-provided data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices, Authentication-derived identifiers more Cookie duration resets each session. Uses other forms of storage. View details | Privacy policylaunch Consent M.D. PRIMIS TECHNOLOGIES LTD. Cookie duration: 25 (days). Data collected and processed: Device identifiers, Non-precise location data, Probabilistic identifiers, User-provided data, Device characteristics, Browsing and interaction data, IP addresses, Privacy choices more View details | Storage details | Privacy policylaunch ConsentLegitimate interesthelp_outline ONETAG LIMITED Cookie duration: 396 (days). Data collected and processed: Device identifiers, Non-precise location data, Device characteristics, Browsing and interaction data, IP addresses, Privacy choices more Cookie duration resets each session. Uses other forms of storage. View details | Storage details | Privacy policylaunch Consent CLOUD TECHNOLOGIES S.A. Cookie duration: 365 (days). Data collected and processed: Device identifiers, Non-precise location data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices, Authentication-derived identifiers more Cookie duration resets each session. View details | Privacy policylaunch Consent SMARTOLOGY LIMITED Doesn't use cookies. Data collected and processed: IP addresses more Uses other forms of storage. View details | Privacy policylaunch ConsentLegitimate interesthelp_outline IMPROVE DIGITAL Cookie duration: 90 (days). Data collected and processed: Device identifiers, Precise location data, Non-precise location data, Probabilistic identifiers, User-provided data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices, Authentication-derived identifiers more Cookie duration resets each session. View details | Storage details | Privacy policylaunch ConsentLegitimate interesthelp_outline ADOBE ADVERTISING CLOUD Cookie duration: 365 (days). Data collected and processed: Device identifiers, IP addresses, Privacy choices, Authentication-derived identifiers more View details | Storage details | Privacy policylaunch ConsentLegitimate interesthelp_outline BANNERFLOW AB Cookie duration: 366 (days). Data collected and processed: Non-precise location data, Device characteristics, IP addresses, Privacy choices more View details | Storage details | Privacy policylaunch ConsentLegitimate interesthelp_outline TABMO SAS Doesn't use cookies. Data collected and processed: Device identifiers, Precise location data, Non-precise location data, Probabilistic identifiers, User-provided data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices more Uses other forms of storage. View details | Privacy policylaunch Consent INTEGRAL AD SCIENCE (INCORPORATING ADMANTX) Doesn't use cookies. Data collected and processed: Non-precise location data, Device characteristics, Browsing and interaction data, IP addresses, Privacy choices more View details | Privacy policylaunch Legitimate interesthelp_outline WIZALY Cookie duration: 365 (days). Data collected and processed: Non-precise location data, Device characteristics, Browsing and interaction data, IP addresses, Privacy choices, Authentication-derived identifiers more Cookie duration resets each session. Uses other forms of storage. View details | Storage details | Privacy policylaunch Consent WEBORAMA Cookie duration: 393 (days). Data collected and processed: Device identifiers, Non-precise location data, Probabilistic identifiers, User-provided data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices, Authentication-derived identifiers more Uses other forms of storage. View details | Storage details | Privacy policylaunch ConsentLegitimate interesthelp_outline JIVOX CORPORATION Cookie duration: 30 (days). Data collected and processed: Device identifiers, Precise location data, Non-precise location data, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices more Cookie duration resets each session. View details | Storage details | Privacy policylaunch Consent SAGE+ARCHER BV Doesn't use cookies. Data collected and processed: Non-precise location data more View details | Privacy policylaunch Consent ON DEVICE RESEARCH LIMITED Cookie duration: 30 (days). Data collected and processed: Device identifiers, Precise location data, Non-precise location data, User-provided data, Device characteristics, Browsing and interaction data, IP addresses more View details | Storage details | Privacy policylaunch Consent ROCKABOX MEDIA LTD Doesn't use cookies. Data collected and processed: Non-precise location data, Device characteristics, Browsing and interaction data, IP addresses more View details | Storage details | Privacy policylaunch Legitimate interesthelp_outline EXACTAG GMBH Cookie duration: 180 (days). Data collected and processed: Device identifiers, Device characteristics, Browsing and interaction data, IP addresses, Privacy choices, Authentication-derived identifiers more Cookie duration resets each session. View details | Privacy policylaunch Consent CELTRA INC. Doesn't use cookies. Data collected and processed: Device identifiers, Precise location data, Device characteristics, IP addresses more Uses other forms of storage. View details | Storage details | Privacy policylaunch Consent MAINADV SRL Cookie duration: 30 (days). Data collected and processed: Device identifiers, Non-precise location data, User-provided data, Device characteristics, Browsing and interaction data, IP addresses, Privacy choices more Uses other forms of storage. View details | Privacy policylaunch Consent GEMIUS SA Cookie duration: 1825 (days). Data collected and processed: Device identifiers, Device characteristics, Browsing and interaction data, Users’ profiles, Privacy choices more Cookie duration resets each session. Uses other forms of storage. View details | Storage details | Privacy policylaunch Consent THE KANTAR GROUP LIMITED Cookie duration: 914 (days). Data collected and processed: Device identifiers, Non-precise location data, Device characteristics, Browsing and interaction data, IP addresses, Privacy choices more Cookie duration resets each session. Uses other forms of storage. View details | Privacy policylaunch Consent NIELSEN MEDIA RESEARCH LTD. Cookie duration: 120 (days). Data collected and processed: Device identifiers, Device characteristics, Browsing and interaction data, IP addresses, Privacy choices more Cookie duration resets each session. Uses other forms of storage. View details | Storage details | Privacy policylaunch ConsentLegitimate interesthelp_outline SOLOCAL SA Cookie duration: 396 (days). Data collected and processed: Device identifiers, Precise location data, Non-precise location data, User-provided data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices more Cookie duration resets each session. Uses other forms of storage. View details | Storage details | Privacy policylaunch ConsentLegitimate interesthelp_outline PIXALATE, INC. Doesn't use cookies. Data collected and processed: Device identifiers, Non-precise location data, Device characteristics, Browsing and interaction data, IP addresses more View details | Storage details | Privacy policylaunch Consent ORACLE ADVERTISING Cookie duration: 180 (days). Data collected and processed: Device identifiers, Non-precise location data, User-provided data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices, Authentication-derived identifiers more Uses other forms of storage. View details | Storage details | Privacy policylaunch Consent NUMBERLY Cookie duration: 180 (days). Data collected and processed: Device identifiers, Non-precise location data, User-provided data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices, Authentication-derived identifiers more Cookie duration resets each session. View details | Storage details | Privacy policylaunch Consent AUDIENCEPROJECT A/S Cookie duration: 365 (days). Data collected and processed: Device identifiers, Non-precise location data, Probabilistic identifiers, User-provided data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices, Authentication-derived identifiers more Cookie duration resets each session. Uses other forms of storage. View details | Storage details | Privacy policylaunch ConsentLegitimate interesthelp_outline DEMANDBASE, INC. Cookie duration: 730 (days). Data collected and processed: Device identifiers, Precise location data, Non-precise location data, Probabilistic identifiers, User-provided data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices more Cookie duration resets each session. Uses other forms of storage. View details | Storage details | Privacy policylaunch Consent EFFILIATION / EFFINITY Cookie duration: 30 (days). Data collected and processed: Device characteristics more Cookie duration resets each session. View details | Storage details | Privacy policylaunch Consent ARRIVALIST CO. Cookie duration: 365 (days). Data collected and processed: Non-precise location data, IP addresses more Cookie duration resets each session. View details | Storage details | Privacy policylaunch Consent SEENTHIS AB Doesn't use cookies. Data collected and processed: Device characteristics, IP addresses more View details | Privacy policylaunch COMMANDERS ACT Cookie duration: 365 (days). Data collected and processed: Device identifiers, IP addresses more View details | Storage details | Privacy policylaunch Consent TRAVEL AUDIENCE GMBH Cookie duration: 397 (days). Data collected and processed: Device identifiers, Precise location data, Non-precise location data, Probabilistic identifiers, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Authentication-derived identifiers more Cookie duration resets each session. Uses other forms of storage. View details | Privacy policylaunch Consent HUMAN Doesn't use cookies. Data collected and processed: Device identifiers, Non-precise location data, Probabilistic identifiers, Device characteristics, IP addresses more View details | Privacy policylaunch Legitimate interesthelp_outline ADLUDIO LTD. Doesn't use cookies. Data collected and processed: Device characteristics more View details | Privacy policylaunch Consent BLENDEE SRL Cookie duration: 366 (days). Data collected and processed: Device identifiers, Non-precise location data, User-provided data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices, Authentication-derived identifiers more Cookie duration resets each session. Uses other forms of storage. View details | Storage details | Privacy policylaunch Consent INNOVID LLC Cookie duration: 90 (days). Data collected and processed: Device identifiers, Non-precise location data, Device characteristics, Browsing and interaction data, IP addresses, Privacy choices more Cookie duration resets each session. View details | Storage details | Privacy policylaunch ConsentLegitimate interesthelp_outline PAPIRFLY AS Doesn't use cookies. Data collected and processed: Device characteristics more View details | Privacy policylaunch Legitimate interesthelp_outline NEUSTAR, INC., A TRANSUNION COMPANY Cookie duration: 365 (days). Data collected and processed: Device identifiers, Non-precise location data, Probabilistic identifiers, User-provided data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices, Authentication-derived identifiers more Cookie duration resets each session. Uses other forms of storage. View details | Privacy policylaunch ConsentLegitimate interesthelp_outline VERVE GROUP EUROPE GMBH Doesn't use cookies. Data collected and processed: Device identifiers, Precise location data, Non-precise location data, User-provided data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices, Authentication-derived identifiers more Uses other forms of storage. View details | Privacy policylaunch Consent OTTO (GMBH & CO KG) Cookie duration: 365 (days). Data collected and processed: Device identifiers, User-provided data, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices more Cookie duration resets each session. Uses other forms of storage. View details | Storage details | Privacy policylaunch ConsentLegitimate interesthelp_outline ADOBE AUDIENCE MANAGER, ADOBE EXPERIENCE PLATFORM Cookie duration: 180 (days). Data collected and processed: Device identifiers, Precise location data, Non-precise location data, Probabilistic identifiers, User-provided data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices, Authentication-derived identifiers more Cookie duration resets each session. View details | Storage details | Privacy policylaunch Consent LOCALSENSOR B.V. Doesn't use cookies. Data collected and processed: Device identifiers, Precise location data, Non-precise location data, Device characteristics, IP addresses, Privacy choices more Uses other forms of storage. View details | Privacy policylaunch Consent ONLINE SOLUTION Cookie duration: 365 (days). Data collected and processed: Device identifiers, Precise location data, Non-precise location data, Probabilistic identifiers, User-provided data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices more Cookie duration resets each session. Uses other forms of storage. View details | Privacy policylaunch Consent RELAY42 NETHERLANDS B.V. Cookie duration: 730 (days). Data collected and processed: Device identifiers, Probabilistic identifiers, User-provided data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices more View details | Storage details | Privacy policylaunch Consent GP ONE GMBH Cookie duration: Uses session cookies. Data collected and processed: Non-precise location data, User-provided data, Device characteristics, Browsing and interaction data, IP addresses, Privacy choices more Uses other forms of storage. View details | Storage details | Privacy policylaunch ConsentLegitimate interesthelp_outline THE MEDIAGRID INC. Cookie duration: 365 (days). Data collected and processed: Device identifiers, Precise location data, Non-precise location data, Probabilistic identifiers, Device characteristics, Browsing and interaction data, IP addresses, Privacy choices more Cookie duration resets each session. Uses other forms of storage. View details | Storage details | Privacy policylaunch Consent MINDTAKE RESEARCH GMBH Cookie duration: 180 (days). Data collected and processed: Device identifiers, Probabilistic identifiers, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses more Uses other forms of storage. View details | Privacy policylaunch Consent CINT AB Cookie duration: 730 (days). Data collected and processed: Device identifiers, Device characteristics, Browsing and interaction data, IP addresses, Privacy choices more Uses other forms of storage. View details | Privacy policylaunch Consent GOOGLE ADVERTISING PRODUCTS Cookie duration: 396 (days). Data collected and processed: Device identifiers, Non-precise location data, User-provided data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices, Authentication-derived identifiers more Uses other forms of storage. View details | Storage details | Privacy policylaunch ConsentLegitimate interesthelp_outline GFK GMBH Cookie duration: 730 (days). Data collected and processed: Device identifiers, Non-precise location data, User-provided data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices, Authentication-derived identifiers more Uses other forms of storage. View details | Storage details | Privacy policylaunch Consent REVJET Cookie duration: 730 (days). Data collected and processed: Device identifiers, Non-precise location data, Users’ profiles, IP addresses, Privacy choices more Cookie duration resets each session. View details | Storage details | Privacy policylaunch Consent PROTECTED MEDIA LTD Doesn't use cookies. Data collected and processed: Device identifiers, Probabilistic identifiers, Device characteristics, Browsing and interaction data, IP addresses more View details | Privacy policylaunch Legitimate interesthelp_outline CLINCH LABS LTD Cookie duration: 730 (days). Data collected and processed: Device identifiers, Non-precise location data, Probabilistic identifiers, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices more Cookie duration resets each session. View details | Storage details | Privacy policylaunch ConsentLegitimate interesthelp_outline ORACLE DATA CLOUD - MOAT Doesn't use cookies. Data collected and processed: Non-precise location data, IP addresses more View details | Privacy policylaunch Legitimate interesthelp_outline HEARTS AND SCIENCE MÜNCHEN GMBH Cookie duration: 60 (days). Data collected and processed: IP addresses more Cookie duration resets each session. View details | Privacy policylaunch Consent AMAZON ADVERTISING Cookie duration: 396 (days). Data collected and processed: Device identifiers, Non-precise location data, Device characteristics, Browsing and interaction data, Users’ profiles, IP addresses, Privacy choices, Authentication-derived identifiers more Cookie duration resets each session. Uses other forms of storage. View details | Storage details | Privacy policylaunch Consent MOLOCO, INC. Cookie duration: 730 (days). Data collected and processed: Device identifiers, Non-precise location data, Device characteristics, IP addresses more Cookie duration resets each session. Uses other forms of storage. View details | Privacy policylaunch ConsentLegitimate interesthelp_outline ADTRIBA GMBH Cookie duration: 730 (days). Data collected and processed: Device identifiers, Non-precise location data, Device characteristics, Browsing and interaction data, IP addresses, Privacy choices, Authentication-derived identifiers more Cookie duration resets each session. View details | Storage details | Privacy policylaunch Consent OBJECTIVE PARTNERS BV Cookie duration: 90 (days). Data collected and processed: Device identifiers more Cookie duration resets each session. View details | Storage details | Privacy policylaunch Consent ENSIGHTEN Cookie duration: 1825 (days). Data collected and processed: Device identifiers, Device characteristics, Browsing and interaction data, IP addresses, Privacy choices more Cookie duration resets each session. View details | Storage details | Privacy policylaunch Legitimate interesthelp_outline EBAY INC Cookie duration: 90 (days). Data collected and processed: Device characteristics, IP addresses, Privacy choices more View details | Storage details | Privacy policylaunch Consent HURRA COMMUNICATIONS GMBH Cookie duration: 366 (days). Data collected and processed: Device identifiers, Precise location data, Non-precise location data, Probabilistic identifiers, Device characteristics, Browsing and interaction data, IP addresses, Authentication-derived identifiers more Cookie duration resets each session. View details | Storage details | Privacy policylaunch Consent Ad partners help_outline AKAMAI Privacy policylaunch Consent META Privacy policylaunch Consent AUNICA Privacy policylaunch Consent BOOKING.COM Privacy policylaunch Consent C3 METRICS Privacy policylaunch Consent IBM Privacy policylaunch Consent EVIDON Privacy policylaunch Consent INTELLIAD Privacy policylaunch Consent DSTILLERY Privacy policylaunch Consent MEDIAMATH Privacy policylaunch Consent ZMS Privacy policylaunch Consent OMNICOM MEDIA GROUP Privacy policylaunch Consent RESONATE Privacy policylaunch Consent SOJERN Privacy policylaunch Consent TRADEDOUBLER AB Privacy policylaunch Consent TRUSTARC Privacy policylaunch Consent TRUEFFECT Privacy policylaunch Consent TRAVEL DATA COLLECTIVE Privacy policylaunch Consent ADVOLUTION.CONTROL Privacy policylaunch Consent LIFESTREET Privacy policylaunch Consent ADMAXIM Privacy policylaunch Consent BATCH MEDIA Privacy policylaunch Consent VODAFONE GMBH Privacy policylaunch Consent MAGNITE Privacy policylaunch Consent SCENESTEALER Privacy policylaunch Consent NETQUEST Privacy policylaunch Consent MANAGE.COM Privacy policylaunch Consent CLOUDFLARE Privacy policylaunch Consent SALESFORCE DMP Privacy policylaunch Consent NETFLIX Privacy policylaunch Consent MACROMILL GROUP Privacy policylaunch Consent EBUILDERS Privacy policylaunch Consent APPLOVIN CORP. Privacy policylaunch Consent FRACTIONAL MEDIA Privacy policylaunch Consent RACKSPACE Privacy policylaunch Consent LIFTOFF Privacy policylaunch Consent MSI-ACI Privacy policylaunch Consent NAVEGG Privacy policylaunch Consent ADMEDO Privacy policylaunch Consent KOCHAVA Privacy policylaunch Consent MOBITRANS Privacy policylaunch Consent ADEX Privacy policylaunch Consent IMPACT Privacy policylaunch Consent SPOTAD Privacy policylaunch Consent AARKI Privacy policylaunch Consent SFR Privacy policylaunch Consent CABLATO Privacy policylaunch Consent WAYSTACK Privacy policylaunch Consent TRESENSA Privacy policylaunch Consent GSKINNER Privacy policylaunch Consent CUBED Privacy policylaunch Consent OPTOMATON Privacy policylaunch Consent ANALIGHTS Privacy policylaunch Consent DENTSU AEGIS NETWORK Privacy policylaunch Consent DIGISEG Privacy policylaunch Consent HAENSEL AMS Privacy policylaunch Consent BDSK HANDELS GMBH & CO. KG Privacy policylaunch Consent MARKETING SCIENCE CONSULTING GROUP, INC. Privacy policylaunch Consent DENTSU Privacy policylaunch Consent KOBLER Privacy policylaunch Consent WIDESPACE Privacy policylaunch Consent VIMEO Privacy policylaunch Consent Accept all Confirm choices Close