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CQL for Astra DB Serverless

  • Overview
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    • Vector Search Quickstart
    • CQL Quickstart
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    • Data modeling
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  • Connecting
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        • Starting the standalone cqlsh tool
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    • Developing
      • Introduction to CQL
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        • Create a table column
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        • User-defined type (UDT) overview
          • Create a user-defined type (UDT)
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          • Alter a user-defined type (UDT)
          • Drop a user-defined type (UDT)
      • Indexing Tables
        • Indexing concepts
        • Storage-Attached Indexing (SAI) Overview
          • SAI concepts
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          • Create SAI index
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          • SAI write path and read path
        • Secondary indexes (2i) overview
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          • Building and maintaining secondary indexes (2i)
          • Create a secondary index (2i)
            • Create a 2i on a collection column
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      • Inserting and updating data
        • Insert simple data
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        • UUID and timeuuid column
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      • Deleting data
        • Deleting values from a column or entire row
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        • Expiring data with TTL example
      • Querying and retrieving data
        • Using a SELECT statement
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          • Partition keys
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        • Returning data from collection columns
        • Aggregating results
        • Using user-defined functions (UDF)
        • Applying user-defined aggregate (UDA) functions
          • Testing performance impact using tracing
        • Formatting query results as JSON
        • Retrieving the write timestamp
        • Using tracing
          • Tracing performance
        • DSE Search index querying
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          • Search index syntax
          • search-index:si-query-syntax.adoc#siIndexedColumns
          • search-index:si-query-syntax.adoc#basicSolrSyntax
          • search-index:si-query-syntax.adoc#queriesJSON
          • search-index:si-query-syntax.adoc#siEscapeCharacters
        • Native CQL search queries
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          • Fuzzy search
        • UDT query examples
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        • Using date ranges in solr_query
        • Geospatial queries for Point and LineString
        • Spatial queries with polygons require JTS
        • Using dynamic fields
        • Limiting results and paging
        • Restricted query routing
    • Securing overview
      • Security quickstart
      • Using cqlsh with authentication
      • System tables for authentication and authorization
  • Cycling Examples
    • Setting up the cycling keyspace
    • User-defined types (UDTs)
      • basic_info
      • basic_info_withTTL
      • fullname
      • race
    • User-defined functions (UDFs) and user-defined aggregates (UDAs)
      • flog
      • left
      • average_state
      • average_final
      • Cycling user-defined aggregate team_average
    • Tables
      • birthday_list
      • calendar
      • comments
      • country_flag
      • cyclist_alt_stats
      • cyclist_base
      • cyclist_career_teams
      • cyclist_category
      • cyclist_emails
      • cyclist_expenses
      • cyclist_id
      • cyclist_name
      • cyclist_points
      • cyclist_races
      • cyclist_sponsors
      • cyclist_stats
      • cyclist_teams
      • events
      • popular_count
      • race_sponsors
      • race_starts
      • race_times
      • race_winners
      • rank_by_year_and_name
      • team_average
      • upcoming_calendar
    • Materialized views (MVs)
      • cyclist_by_age-mv
    • Search indexes
      • Search index examples
      • comments search index
    • Access control
      • Cycling internal
    • Cycling queries
      • Aggregating cycling data
    • Reference
      • CQL quick reference
      • Understanding the CQL command syntax
      • Data types
        • Creating a blob column
        • Date, time, and timestamp format
      • Operators
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      • cqlsh (startup options)
        • Configuring a cqlshrc file
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      • CQL shell (cqlsh) reference
        • CAPTURE
        • CLEAR
        • CONSISTENCY
        • COPY TO
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        • DESCRIBE AGGREGATE
        • DESCRIBE CLUSTER
        • DESCRIBE SCHEMA
        • DESCRIBE FUNCTION
        • DESCRIBE INDEX
        • DESCRIBE KEYSPACE
        • DESCRIBE MATERIALIZED VIEW
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        • DESCRIBE TABLE
        • DESCRIBE TYPE
        • EXECUTE AS
        • EXPAND
        • EXIT
        • LOGIN
        • PAGING
        • SERIAL CONSISTENCY
        • SHOW
        • SOURCE
        • TIMING
        • TRACING
      • CQL commands
        • ALTER TABLE
        • ALTER TYPE
        • ALTER USER (Deprecated)
        • BATCH
        • CREATE AGGREGATE
        • CREATE CUSTOM INDEX
        • CREATE INDEX
        • CREATE TABLE
        • CREATE TYPE
        • CREATE USER (Deprecated)
        • DELETE
        • DROP INDEX
        • DROP TABLE
        • DROP TYPE
        • DROP USER (Deprecated)
        • GRANT
        • INSERT
        • RESTRICT
        • REVOKE
        • SELECT
        • TRUNCATE
        • UNRESTRICT
        • UNRESTRICT ROWS
        • UPDATE
        • USE
  • CQL for Astra DB Serverless
  • Developing
  • Querying and retrieving data
  • Applying user-defined aggregate (UDA) functions
  • Testing performance impact using tracing
Edit this Page

Testing performance impact using tracing

Tracing records all activity related to a request. These steps use tracing to show queries on a keyspace with a replication factor of 3 using different consistency levels (CL):

  • ONE processes responses from one of three replicas

  • QUORUM from two of three replicas

  • ALL from three of three replicas

For more information on tracing data, see this post on the DataStax Support Blog, which explains in detail how to locate data on disk.

  1. On the cqlsh command line, create a keyspace that specifies using three replicas for data distribution in the cluster.

    CREATE KEYSPACE IF NOT EXISTS cycling_alt 
    WITH REPLICATION = {
      'class': 'SimpleStrategy', 
      'replication_factor': 3
    };
  2. Create a table and insert a row.

    USE cycling_alt;
    CREATE TABLE IF NOT EXISTS cycling_alt.cyclist_name (
      id int PRIMARY KEY,
      lastname text,
      firstname text
    );
    INSERT INTO cycling_alt.cyclist_name (
      id, lastname, firstname
    ) VALUES (
      1, 'HOSKINS', 'Melissa'
    );
  3. Turn on tracing and use the CONSISTENCY command to ensure the consistency level is ONE, the default.

    TRACING ON;
    CONSISTENCY;

    The output is:

    Current consistency level is ONE.
  4. Query the table to read the row.

    SELECT *
    FROM cycling_alt.cyclist_name 
    WHERE id = 1;

    The output includes tracing information:

     id | firstname | lastname
    ----+-----------+----------
      1 |   Melissa |  HOSKINS
    
    (1 rows)
    
    Tracing session: e8c661e0-185a-11ea-9875-4584590d1ec9
    
     activity                                                                                                            | timestamp           
           | source        | source_elapsed | client
    ---------------------------------------------------------------------------------------------------------------------+---------------------
    -------+---------------+----------------+-----------
                                                                                                      Execute CQL3 query | 2019-12-06 19:02:11.
    966000 | 10.101.33.107 |              0 | 127.0.0.1
                       READS.SINGLE_READ message received from /10.101.33.107 [MessagingService-Incoming-/10.101.33.107] | 2019-12-06 19:02:11.
    966000 | 10.101.35.157 |             -- | 127.0.0.1
                       READS.SINGLE_READ message received from /10.101.33.107 [MessagingService-Incoming-/10.101.33.107] | 2019-12-06 19:02:11.
    966000 | 10.101.35.173 |             64 | 127.0.0.1
                                          Parsing SELECT *\nFROM cycling_alt.cyclist_name \nWHERE id = 1; [CoreThread-0] | 2019-12-06 19:02:11.
    966000 | 10.101.33.107 |            126 | 127.0.0.1
                                                         Executing single-partition query on cyclist_name [CoreThread-2] | 2019-12-06 19:02:11.
    966000 | 10.101.35.157 |            428 | 127.0.0.1
                                                         Executing single-partition query on cyclist_name [CoreThread-0] | 2019-12-06 19:02:11.
    966000 | 10.101.35.173 |            332 | 127.0.0.1
                                                                                      Preparing statement [CoreThread-0] | 2019-12-06 19:02:11.
    966000 | 10.101.33.107 |            282 | 127.0.0.1
                                                                             Acquiring sstable references [CoreThread-2] | 2019-12-06 19:02:11.
    966000 | 10.101.35.157 |            490 | 127.0.0.1
                                                                             Acquiring sstable references [CoreThread-0] | 2019-12-06 19:02:11.
    966000 | 10.101.35.173 |            414 | 127.0.0.1
                                                                Merged data from memtables and 0 sstables [CoreThread-2] | 2019-12-06 19:02:11.
    966000 | 10.101.35.157 |            676 | 127.0.0.1
                                                                Merged data from memtables and 0 sstables [CoreThread-0] | 2019-12-06 19:02:11.
    966000 | 10.101.35.173 |            607 | 127.0.0.1
                                                                       Reading data from [/10.101.33.107] [CoreThread-0] | 2019-12-06 19:02:11.
    966000 | 10.101.33.107 |            420 | 127.0.0.1
                                                                   Read 1 live rows and 0 tombstone cells [CoreThread-0] | 2019-12-06 19:02:11.
    966000 | 10.101.35.173 |            672 | 127.0.0.1
                                                         Executing single-partition query on cyclist_name [CoreThread-0] | 2019-12-06 19:02:11.
    966000 | 10.101.33.107 |            483 | 127.0.0.1
                                                   Enqueuing READS.SINGLE_READ response to /10.101.35.173 [CoreThread-0] | 2019-12-06 19:02:11.
    966000 | 10.101.35.173 |            737 | 127.0.0.1
                                                                             Acquiring sstable references [CoreThread-0] | 2019-12-06 19:02:11.
    966001 | 10.101.33.107 |            483 | 127.0.0.1
     Sending READS.SINGLE_READ message to /10.101.33.107, size=43 bytes [MessagingService-Outgoing-/10.101.33.107-Small] | 2019-12-06 19:02:11.
    966001 | 10.101.35.173 |            801 | 127.0.0.1
                                                                Merged data from memtables and 0 sstables [CoreThread-0] | 2019-12-06 19:02:11.
    966001 | 10.101.33.107 |            608 | 127.0.0.1
                                                                   Read 1 live rows and 0 tombstone cells [CoreThread-0] | 2019-12-06 19:02:11.
    966001 | 10.101.33.107 |            682 | 127.0.0.1
                                                    Reading digests from [/10.101.35.173, /10.101.35.157] [CoreThread-0] | 2019-12-06 19:02:11.
    966001 | 10.101.33.107 |            745 | 127.0.0.1
     Sending READS.SINGLE_READ message to /10.101.35.173, size=92 bytes [MessagingService-Outgoing-/10.101.35.173-Small] | 2019-12-06 19:02:11.
    967000 | 10.101.33.107 |            871 | 127.0.0.1
                                                                   Read 1 live rows and 0 tombstone cells [CoreThread-2] | 2019-12-06 19:02:11.
    967000 | 10.101.35.157 |            737 | 127.0.0.1
     Sending READS.SINGLE_READ message to /10.101.35.157, size=92 bytes [MessagingService-Outgoing-/10.101.35.157-Small] | 2019-12-06 19:02:11.
    967000 | 10.101.33.107 |            871 | 127.0.0.1
                                                   Enqueuing READS.SINGLE_READ response to /10.101.35.157 [CoreThread-2] | 2019-12-06 19:02:11.
    967000 | 10.101.35.157 |            799 | 127.0.0.1
     Sending READS.SINGLE_READ message to /10.101.33.107, size=43 bytes [MessagingService-Outgoing-/10.101.33.107-Small] | 2019-12-06 19:02:11.
    967000 | 10.101.35.157 |           1546 | 127.0.0.1
                       READS.SINGLE_READ message received from /10.101.35.173 [MessagingService-Incoming-/10.101.35.173] | 2019-12-06 19:02:11.
    968000 | 10.101.33.107 |           2269 | 127.0.0.1
                                                                  Processing response from /10.101.35.173 [CoreThread-0] | 2019-12-06 19:02:11.
    968000 | 10.101.33.107 |           2470 | 127.0.0.1
                       READS.SINGLE_READ message received from /10.101.35.157 [MessagingService-Incoming-/10.101.35.157] | 2019-12-06 19:02:11.
    969000 | 10.101.33.107 |           3125 | 127.0.0.1
                                                                  Processing response from /10.101.35.157 [CoreThread-0] | 2019-12-06 19:02:11.
    969000 | 10.101.33.107 |           3265 | 127.0.0.1
                                                                                                        Request complete | 2019-12-06 19:02:11.
    969499 | 10.101.33.107 |           3499 | 127.0.0.1

    The tracing results list all the actions taken to complete the SELECT statement.

  5. Change the consistency level to QUORUM to trace what happens during a read with a QUORUM consistency level.

    CONSISTENCY QUORUM;
    SELECT *
    FROM cycling_alt.cyclist_name 
    WHERE id = 1;
     id | firstname | lastname
    ----+-----------+----------
      1 |   Melissa |  HOSKINS
    
    (1 rows)
    
    Tracing session: e8caa7a0-185a-11ea-9875-4584590d1ec9
    
     activity                                                                                                            | timestamp           
           | source        | source_elapsed | client
    ---------------------------------------------------------------------------------------------------------------------+---------------------
    -------+---------------+----------------+-----------
                                                                                                      Execute CQL3 query | 2019-12-06 19:02:11.
    994000 | 10.101.33.107 |              0 | 127.0.0.1
                       READS.SINGLE_READ message received from /10.101.33.107 [MessagingService-Incoming-/10.101.33.107] | 2019-12-06 19:02:11.
    994000 | 10.101.35.173 |             60 | 127.0.0.1
                                          Parsing SELECT *\nFROM cycling_alt.cyclist_name \nWHERE id = 1; [CoreThread-0] | 2019-12-06 19:02:11.
    994000 | 10.101.33.107 |            121 | 127.0.0.1
                                                                                      Preparing statement [CoreThread-0] | 2019-12-06 19:02:11.
    994000 | 10.101.33.107 |            363 | 127.0.0.1
                                                                       Reading data from [/10.101.33.107] [CoreThread-0] | 2019-12-06 19:02:11.
    994000 | 10.101.33.107 |            500 | 127.0.0.1
                                                         Executing single-partition query on cyclist_name [CoreThread-0] | 2019-12-06 19:02:11.
    994000 | 10.101.33.107 |            622 | 127.0.0.1
                                                                             Acquiring sstable references [CoreThread-0] | 2019-12-06 19:02:11.
    994001 | 10.101.33.107 |            622 | 127.0.0.1
                                                                Merged data from memtables and 0 sstables [CoreThread-0] | 2019-12-06 19:02:11.
    994001 | 10.101.33.107 |            682 | 127.0.0.1
                                                                   Read 1 live rows and 0 tombstone cells [CoreThread-0] | 2019-12-06 19:02:11.
    994001 | 10.101.33.107 |            742 | 127.0.0.1
                                                                    Reading digests from [/10.101.35.173] [CoreThread-0] | 2019-12-06 19:02:11.
    994001 | 10.101.33.107 |            786 | 127.0.0.1
     Sending READS.SINGLE_READ message to /10.101.35.173, size=92 bytes [MessagingService-Outgoing-/10.101.35.173-Small] | 2019-12-06 19:02:11.
    995000 | 10.101.33.107 |            908 | 127.0.0.1
                                                         Executing single-partition query on cyclist_name [CoreThread-2] | 2019-12-06 19:02:11.
    995000 | 10.101.35.173 |            121 | 127.0.0.1
                                                                             Acquiring sstable references [CoreThread-2] | 2019-12-06 19:02:11.
    995000 | 10.101.35.173 |            121 | 127.0.0.1
                                                                Merged data from memtables and 0 sstables [CoreThread-2] | 2019-12-06 19:02:11.
    995000 | 10.101.35.173 |            121 | 127.0.0.1
                                                                   Read 1 live rows and 0 tombstone cells [CoreThread-2] | 2019-12-06 19:02:11.
    995000 | 10.101.35.173 |            121 | 127.0.0.1
                                                   Enqueuing READS.SINGLE_READ response to /10.101.35.173 [CoreThread-2] | 2019-12-06 19:02:11.
    995000 | 10.101.35.173 |            121 | 127.0.0.1
     Sending READS.SINGLE_READ message to /10.101.33.107, size=43 bytes [MessagingService-Outgoing-/10.101.33.107-Small] | 2019-12-06 19:02:11.
    995000 | 10.101.35.173 |            461 | 127.0.0.1
                       READS.SINGLE_READ message received from /10.101.35.173 [MessagingService-Incoming-/10.101.35.173] | 2019-12-06 19:02:11.
    996000 | 10.101.33.107 |           1916 | 127.0.0.1
                                                                  Processing response from /10.101.35.173 [CoreThread-0] | 2019-12-06 19:02:11.
    996000 | 10.101.33.107 |           2039 | 127.0.0.1
                                                                                                        Request complete | 2019-12-06 19:02:11.
    996230 | 10.101.33.107 |           2230 | 127.0.0.1
  6. Change the consistency level to ALL and run the SELECT statement again.

    CONSISTENCY ALL;
    SELECT *
    FROM cycling_alt.cyclist_name 
    WHERE id = 1;
     id | firstname | lastname
    ----+-----------+----------
      1 |   Melissa |  HOSKINS
    
    (1 rows)
    
    Tracing session: e8cfb0b0-185a-11ea-9875-4584590d1ec9
    
     activity                                                                                                            | timestamp           
           | source        | source_elapsed | client
    ---------------------------------------------------------------------------------------------------------------------+---------------------
    -------+---------------+----------------+-----------
                                                                                                      Execute CQL3 query | 2019-12-06 19:02:12.
    027000 | 10.101.33.107 |              0 | 127.0.0.1
                       READS.SINGLE_READ message received from /10.101.33.107 [MessagingService-Incoming-/10.101.33.107] | 2019-12-06 19:02:12.
    027000 | 10.101.35.157 |             -- | 127.0.0.1
                       READS.SINGLE_READ message received from /10.101.33.107 [MessagingService-Incoming-/10.101.33.107] | 2019-12-06 19:02:12.
    027000 | 10.101.35.173 |             -- | 127.0.0.1
                                          Parsing SELECT *\nFROM cycling_alt.cyclist_name \nWHERE id = 1; [CoreThread-0] | 2019-12-06 19:02:12.
    027000 | 10.101.33.107 |            126 | 127.0.0.1
                                                         Executing single-partition query on cyclist_name [CoreThread-1] | 2019-12-06 19:02:12.
    027000 | 10.101.35.173 |            193 | 127.0.0.1
                                                                                      Preparing statement [CoreThread-0] | 2019-12-06 19:02:12.
    027000 | 10.101.33.107 |            249 | 127.0.0.1
                                                                             Acquiring sstable references [CoreThread-1] | 2019-12-06 19:02:12.
    027000 | 10.101.35.173 |            268 | 127.0.0.1
                                                                Merged data from memtables and 0 sstables [CoreThread-1] | 2019-12-06 19:02:12.
    027000 | 10.101.35.173 |            404 | 127.0.0.1
                                                                                     Read-repair DC_LOCAL [CoreThread-0] | 2019-12-06 19:02:12.
    027000 | 10.101.33.107 |            370 | 127.0.0.1
                                                                   Read 1 live rows and 0 tombstone cells [CoreThread-1] | 2019-12-06 19:02:12.
    027000 | 10.101.35.173 |            404 | 127.0.0.1
                                                                       Reading data from [/10.101.33.107] [CoreThread-0] | 2019-12-06 19:02:12.
    027000 | 10.101.33.107 |            431 | 127.0.0.1
                                                   Enqueuing READS.SINGLE_READ response to /10.101.35.173 [CoreThread-1] | 2019-12-06 19:02:12.
    027000 | 10.101.35.173 |            468 | 127.0.0.1
                                                    Reading digests from [/10.101.35.173, /10.101.35.157] [CoreThread-0] | 2019-12-06 19:02:12.
    027001 | 10.101.33.107 |            431 | 127.0.0.1
     Sending READS.SINGLE_READ message to /10.101.33.107, size=43 bytes [MessagingService-Outgoing-/10.101.33.107-Small] | 2019-12-06 19:02:12.
    027001 | 10.101.35.173 |            797 | 127.0.0.1
                                                         Executing single-partition query on cyclist_name [CoreThread-1] | 2019-12-06 19:02:12.
    027001 | 10.101.33.107 |            491 | 127.0.0.1
                                                                             Acquiring sstable references [CoreThread-1] | 2019-12-06 19:02:12.
    028000 | 10.101.33.107 |            563 | 127.0.0.1
                                                         Executing single-partition query on cyclist_name [CoreThread-2] | 2019-12-06 19:02:12.
    028000 | 10.101.35.157 |            416 | 127.0.0.1
     Sending READS.SINGLE_READ message to /10.101.35.173, size=92 bytes [MessagingService-Outgoing-/10.101.35.173-Small] | 2019-12-06 19:02:12.
    028000 | 10.101.33.107 |            563 | 127.0.0.1
                                                                             Acquiring sstable references [CoreThread-2] | 2019-12-06 19:02:12.
    028000 | 10.101.35.157 |            546 | 127.0.0.1
                                                                Merged data from memtables and 0 sstables [CoreThread-1] | 2019-12-06 19:02:12.
    028000 | 10.101.33.107 |            563 | 127.0.0.1
                                                                Merged data from memtables and 0 sstables [CoreThread-2] | 2019-12-06 19:02:12.
    028000 | 10.101.35.157 |            676 | 127.0.0.1
     Sending READS.SINGLE_READ message to /10.101.35.157, size=92 bytes [MessagingService-Outgoing-/10.101.35.157-Small] | 2019-12-06 19:02:12.
    028000 | 10.101.33.107 |            563 | 127.0.0.1
                                                                   Read 1 live rows and 0 tombstone cells [CoreThread-2] | 2019-12-06 19:02:12.
    028000 | 10.101.35.157 |            740 | 127.0.0.1
                                                                   Read 1 live rows and 0 tombstone cells [CoreThread-1] | 2019-12-06 19:02:12.
    028000 | 10.101.33.107 |            563 | 127.0.0.1
                                                   Enqueuing READS.SINGLE_READ response to /10.101.35.157 [CoreThread-2] | 2019-12-06 19:02:12.
    028000 | 10.101.35.157 |            805 | 127.0.0.1
                       READS.SINGLE_READ message received from /10.101.35.173 [MessagingService-Incoming-/10.101.35.173] | 2019-12-06 19:02:12.
    029000 | 10.101.33.107 |           1857 | 127.0.0.1
     Sending READS.SINGLE_READ message to /10.101.33.107, size=43 bytes [MessagingService-Outgoing-/10.101.33.107-Small] | 2019-12-06 19:02:12.
    029000 | 10.101.35.157 |           1450 | 127.0.0.1
                                                                  Processing response from /10.101.35.173 [CoreThread-0] | 2019-12-06 19:02:12.
    029000 | 10.101.33.107 |           1918 | 127.0.0.1
                       READS.SINGLE_READ message received from /10.101.35.157 [MessagingService-Incoming-/10.101.35.157] | 2019-12-06 19:02:12.
    029000 | 10.101.33.107 |           2549 | 127.0.0.1
                                                                  Processing response from /10.101.35.157 [CoreThread-0] | 2019-12-06 19:02:12.
    030000 | 10.101.33.107 |           2713 | 127.0.0.1
                                                                                                        Request complete | 2019-12-06 19:02:12.
    029911 | 10.101.33.107 |           2911 | 127.0.0.1
Applying user-defined aggregate (UDA) functions Formatting query results as JSON

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