|
| 1 | +.. _tutorial-long-running-queries: |
| 2 | + |
| 3 | +===================================== |
| 4 | +Perform Long-Running Snapshot Queries |
| 5 | +===================================== |
| 6 | + |
| 7 | +.. default-domain:: mongodb |
| 8 | + |
| 9 | +.. contents:: On this page |
| 10 | + :local: |
| 11 | + :backlinks: none |
| 12 | + :depth: 2 |
| 13 | + :class: singlecol |
| 14 | + |
| 15 | +Snapshot queries allow you to read data as it appeared at a single point |
| 16 | +in time in the recent past. |
| 17 | + |
| 18 | +Starting in MongoDB 5.0, you can use read concern |
| 19 | +:readconcern:`"snapshot"` to query data on :term:`secondary` nodes. This |
| 20 | +feature increases the versatility and resilience of your application's |
| 21 | +reads. You do not need to create a static copy of your data, move it out |
| 22 | +into a separate system, and manually isolate these long-running queries |
| 23 | +from interfering with your operational workload. Instead, you can |
| 24 | +perform long-running queries against a live, transactional database |
| 25 | +while reading from a consistent state of the data. |
| 26 | + |
| 27 | +Using read concern :readconcern:`"snapshot"` on secondary nodes does not |
| 28 | +impact your application's write workload. Only application reads benefit |
| 29 | +from long-running queries being isolated to secondaries. |
| 30 | + |
| 31 | +Use snapshot queries when you want to: |
| 32 | + |
| 33 | +- Perform multiple related queries and ensure that each query reads data |
| 34 | + from the same point in time. |
| 35 | + |
| 36 | +- Ensure that you read from a consistent state of the data from some |
| 37 | + point in the past. |
| 38 | + |
| 39 | +Comparing Local and Snapshot Read Concerns |
| 40 | +------------------------------------------ |
| 41 | + |
| 42 | +When MongoDB performs long-running queries using the default |
| 43 | +:readconcern:`"local"` read concern, the query results may contain data |
| 44 | +from writes that occur at the same time as the query. As a result, the |
| 45 | +query may return unexpected or inconsistent results. |
| 46 | + |
| 47 | +To avoid this scenario, create a :ref:`session <sessions>` and specify |
| 48 | +read concern :readconcern:`"snapshot"`. With read concern |
| 49 | +:readconcern:`"snapshot"`, MongoDB runs your query with snapshot |
| 50 | +isolation, meaning that your query reads data as it appeared at a single |
| 51 | +point in time in the recent past. |
| 52 | + |
| 53 | +Examples |
| 54 | +-------- |
| 55 | + |
| 56 | +The examples on this page show how you can use snapshot queries to: |
| 57 | + |
| 58 | +- :ref:`example-snapshot-queries-multiple` |
| 59 | + |
| 60 | +- :ref:`example-snapshot-pit` |
| 61 | + |
| 62 | +.. _example-snapshot-queries-multiple: |
| 63 | + |
| 64 | +Run Related Queries From the Same Point in Time |
| 65 | +~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ |
| 66 | + |
| 67 | +Read concern :readconcern:`"snapshot"` lets you run multiple related |
| 68 | +queries within a session and ensure that each query reads data from the |
| 69 | +same point in time. |
| 70 | + |
| 71 | +An animal shelter has a ``pets`` database that contains collections for |
| 72 | +each type of pet. The ``pets`` database has these collections: |
| 73 | + |
| 74 | +- ``cats`` |
| 75 | +- ``dogs`` |
| 76 | + |
| 77 | +Each document in each collection contains an ``adoptable`` field, |
| 78 | +indicating whether the pet is available for adoption. For example, a |
| 79 | +document in the ``cats`` collection looks like this: |
| 80 | + |
| 81 | +.. code-block:: javascript |
| 82 | + |
| 83 | + { |
| 84 | + "name": "Whiskers", |
| 85 | + "color": "white", |
| 86 | + "age": 10, |
| 87 | + "adoptable": true |
| 88 | + } |
| 89 | + |
| 90 | +You want to run a query to see the total number of pets available for |
| 91 | +adoption across all collections. To provide a consistent view of the |
| 92 | +data, you want to ensure that the data returned from each collection is |
| 93 | +from a single point in time. |
| 94 | + |
| 95 | +To accomplish this goal, use read concern :readconcern:`"snapshot"` |
| 96 | +within a session: |
| 97 | + |
| 98 | +.. tabs-selector:: drivers |
| 99 | + |
| 100 | +.. tabs-drivers:: |
| 101 | + |
| 102 | + .. tab:: |
| 103 | + :tabid: python |
| 104 | + |
| 105 | + .. literalinclude:: /driver-examples/test_examples.py |
| 106 | + :language: python |
| 107 | + :dedent: 8 |
| 108 | + :start-after: Start Snapshot Query Example 1 |
| 109 | + :end-before: End Snapshot Query Example 1 |
| 110 | + |
| 111 | + .. tab:: |
| 112 | + :tabid: c |
| 113 | + |
| 114 | + .. literalinclude:: /driver-examples/test-mongoc-sample-commands.c |
| 115 | + :language: c |
| 116 | + :dedent: 3 |
| 117 | + :start-after: Start Snapshot Query Example 1 |
| 118 | + :end-before: End Snapshot Query Example 1 |
| 119 | + |
| 120 | + .. tab:: |
| 121 | + :tabid: go |
| 122 | + |
| 123 | + .. literalinclude:: /driver-examples/go_examples.go |
| 124 | + :language: go |
| 125 | + :dedent: 1 |
| 126 | + :start-after: Start Snapshot Query Example 1 |
| 127 | + :end-before: End Snapshot Query Example 1 |
| 128 | + |
| 129 | + .. tab:: |
| 130 | + :tabid: motor |
| 131 | + |
| 132 | + .. literalinclude:: /driver-examples/test_examples_motor.py |
| 133 | + :language: python |
| 134 | + :dedent: 8 |
| 135 | + :start-after: Start Snapshot Query Example 1 |
| 136 | + :end-before: End Snapshot Query Example 1 |
| 137 | + |
| 138 | + .. tab:: |
| 139 | + :tabid: php |
| 140 | + |
| 141 | + .. literalinclude:: /driver-examples/DocumentationExamplesTest.php |
| 142 | + :language: php |
| 143 | + :dedent: 8 |
| 144 | + :start-after: Start Snapshot Query Example 1 |
| 145 | + :end-before: End Snapshot Query Example 1 |
| 146 | + |
| 147 | + .. tab:: |
| 148 | + :tabid: ruby |
| 149 | + |
| 150 | + .. literalinclude:: /driver-examples/snapshot_query_examples_spec.rb |
| 151 | + :language: ruby |
| 152 | + :dedent: 6 |
| 153 | + :start-after: Start Snapshot Query Example 1 |
| 154 | + :end-before: End Snapshot Query Example 1 |
| 155 | + |
| 156 | + .. tab:: |
| 157 | + :tabid: cpp |
| 158 | + |
| 159 | + .. literalinclude:: /driver-examples/cpp-documentation-examples.cpp |
| 160 | + :language: cpp |
| 161 | + :dedent: 4 |
| 162 | + :start-after: Start Snapshot Query Example 1 |
| 163 | + :end-before: End Snapshot Query Example 1 |
| 164 | + |
| 165 | +The preceding series of commands: |
| 166 | + |
| 167 | +- Uses ``MongoClient()`` to establish a connection to the MongoDB |
| 168 | + deployment. |
| 169 | + |
| 170 | +- Switches to the ``pets`` database. |
| 171 | + |
| 172 | +- Establishes a session. The command specifies ``snapshot=True``, |
| 173 | + so the session uses read concern :readconcern:`"snapshot"`. |
| 174 | + |
| 175 | +- Performs these actions for each collection in the ``pets`` database: |
| 176 | + |
| 177 | + - Uses :pipeline:`$match` to filter for documents where the |
| 178 | + ``adoptable`` field is ``True``. |
| 179 | + |
| 180 | + - Uses :pipeline:`$count` to return a count of the filtered documents. |
| 181 | + |
| 182 | + - Increments the ``adoptablePetsCount`` variable with the count from |
| 183 | + the database. |
| 184 | + |
| 185 | +- Prints the ``adoptablePetsCount`` variable. |
| 186 | + |
| 187 | +All queries within the session read data as it appeared at the same |
| 188 | +point in time. As a result, the final count reflects a consistent |
| 189 | +snapshot of the data. |
| 190 | + |
| 191 | +.. note:: |
| 192 | + |
| 193 | + If the session lasts longer than the WiredTiger history retention |
| 194 | + period (300 seconds, by default), the query errors with a |
| 195 | + ``SnapshotTooOld`` error. To learn how to configure snapshot |
| 196 | + retention and enable longer-running queries, see |
| 197 | + :ref:`configure-snapshot-retention`. |
| 198 | + |
| 199 | +.. _example-snapshot-pit: |
| 200 | + |
| 201 | +Read from a Consistent State of the Data from Some Point in the Past |
| 202 | +~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ |
| 203 | + |
| 204 | +Read concern :readconcern:`"snapshot"` ensures that your query reads |
| 205 | +data as it appeared at some single point in time in the recent past. |
| 206 | + |
| 207 | +An online shoe store has a ``sales`` collection that contains data for |
| 208 | +each item sold at the store. For example, a document in the ``sales`` |
| 209 | +collection looks like this: |
| 210 | + |
| 211 | +.. code-block:: javascript |
| 212 | + |
| 213 | + { |
| 214 | + "shoeType": "boot", |
| 215 | + "price": 30, |
| 216 | + "saleDate": ISODate("2022-02-02T06:01:17.171Z") |
| 217 | + } |
| 218 | + |
| 219 | +Each day at midnight, a query runs to see how many pairs of shoes were |
| 220 | +sold that day. The daily sales query looks like this: |
| 221 | + |
| 222 | +.. tabs-drivers:: |
| 223 | + |
| 224 | + .. tab:: |
| 225 | + :tabid: python |
| 226 | + |
| 227 | + .. literalinclude:: /driver-examples/test_examples.py |
| 228 | + :language: python |
| 229 | + :dedent: 8 |
| 230 | + :start-after: Start Snapshot Query Example 2 |
| 231 | + :end-before: End Snapshot Query Example 2 |
| 232 | + |
| 233 | + .. tab:: |
| 234 | + :tabid: c |
| 235 | + |
| 236 | + .. literalinclude:: /driver-examples/test-mongoc-sample-commands.c |
| 237 | + :language: c |
| 238 | + :dedent: 3 |
| 239 | + :start-after: Start Snapshot Query Example 2 |
| 240 | + :end-before: End Snapshot Query Example 2 |
| 241 | + |
| 242 | + .. tab:: |
| 243 | + :tabid: go |
| 244 | + |
| 245 | + .. literalinclude:: /driver-examples/go_examples.go |
| 246 | + :language: go |
| 247 | + :dedent: 1 |
| 248 | + :start-after: Start Snapshot Query Example 2 |
| 249 | + :end-before: End Snapshot Query Example 2 |
| 250 | + |
| 251 | + .. tab:: |
| 252 | + :tabid: motor |
| 253 | + |
| 254 | + .. literalinclude:: /driver-examples/test_examples_motor.py |
| 255 | + :language: python |
| 256 | + :dedent: 8 |
| 257 | + :start-after: Start Snapshot Query Example 2 |
| 258 | + :end-before: End Snapshot Query Example 2 |
| 259 | + |
| 260 | + .. tab:: |
| 261 | + :tabid: php |
| 262 | + |
| 263 | + .. literalinclude:: /driver-examples/DocumentationExamplesTest.php |
| 264 | + :language: php |
| 265 | + :dedent: 8 |
| 266 | + :start-after: Start Snapshot Query Example 2 |
| 267 | + :end-before: End Snapshot Query Example 2 |
| 268 | + |
| 269 | +The preceding query: |
| 270 | + |
| 271 | +- Uses :pipeline:`$match` with :query:`$expr` to specify a filter on the |
| 272 | + ``saleDate`` field. |
| 273 | + |
| 274 | + - :query:`$expr` allows the use of :ref:`aggregation expressions |
| 275 | + <aggregation-expressions>` (such as :variable:`NOW`) in the |
| 276 | + :pipeline:`$match` stage. |
| 277 | + |
| 278 | +- Uses the :query:`$gt` operator and :expression:`$dateSubtract` |
| 279 | + expression to return documents where the ``saleDate`` is |
| 280 | + greater than one day before the time the query is executed. |
| 281 | + |
| 282 | +- Uses :pipeline:`$count` to return a count of the matching documents. |
| 283 | + The count is stored in the ``totalDailySales`` variable. |
| 284 | + |
| 285 | +- Specifies read concern :readconcern:`"snapshot"` to ensure that the |
| 286 | + query reads from a single point in time. |
| 287 | + |
| 288 | +The ``sales`` collection is quite large, and as a result this query may |
| 289 | +take a few minutes to run. Because the store is online, sales can occur |
| 290 | +at any time of day. |
| 291 | + |
| 292 | +For example, consider if: |
| 293 | + |
| 294 | +- The query begins executing at 12:00 AM. |
| 295 | +- A customer buys three pairs of shoes at 12:02 AM. |
| 296 | +- The query finishes executing at 12:04 AM. |
| 297 | + |
| 298 | +If the query doesn't use read concern :readconcern:`"snapshot"`, sales |
| 299 | +that occur between when the query starts and when it finishes can be |
| 300 | +included in the query count, despite not occurring on the day the report |
| 301 | +is for. This could result in inaccurate reports with some sales being |
| 302 | +counted twice. |
| 303 | + |
| 304 | +By specifying read concern :readconcern:`"snapshot"`, the query only |
| 305 | +returns data that was present in the database at a point in time shortly |
| 306 | +before the query started executing. |
| 307 | + |
| 308 | +.. note:: |
| 309 | + |
| 310 | + If the query takes longer than the WiredTiger history retention |
| 311 | + period (300 seconds, by default), the query errors with a |
| 312 | + ``SnapshotTooOld`` error. To learn how to configure snapshot |
| 313 | + retention and enable longer-running queries, see |
| 314 | + :ref:`configure-snapshot-retention`. |
| 315 | + |
| 316 | +.. _configure-snapshot-retention: |
| 317 | + |
| 318 | +Configure Snapshot Retention |
| 319 | +---------------------------- |
| 320 | + |
| 321 | +By default, the WiredTiger storage engine retains history for 300 |
| 322 | +seconds. You can use a session with ``snapshot=true`` for a total of 300 |
| 323 | +seconds from the time of the first operation in the session to the last. |
| 324 | +If you use the session for a longer period of time, the session fails |
| 325 | +with a ``SnapshotTooOld`` error. Similarly, if you query data using read |
| 326 | +concern :readconcern:`"snapshot"` and your query lasts longer than 300 |
| 327 | +seconds, the query fails. |
| 328 | + |
| 329 | +If your query or session run for longer than 300 seconds, consider |
| 330 | +increasing the snapshot retention period. To increase the retention |
| 331 | +period, modify the :parameter:`minSnapshotHistoryWindowInSeconds` |
| 332 | +parameter. |
| 333 | + |
| 334 | +For example, this command sets the value of |
| 335 | +:parameter:`minSnapshotHistoryWindowInSeconds` to 600 seconds: |
| 336 | + |
| 337 | +.. code-block:: javascript |
| 338 | + |
| 339 | + db.adminCommand( { setParameter: 1, minSnapshotHistoryWindowInSeconds: 600 } ) |
| 340 | + |
| 341 | +.. important:: |
| 342 | + |
| 343 | + To modify :parameter:`minSnapshotHistoryWindowInSeconds` for a |
| 344 | + :atlas:`MongoDB Atlas </>` cluster, you must contact :atlas:`Atlas |
| 345 | + Support </support>`. |
| 346 | + |
| 347 | +Disk Space and History |
| 348 | +~~~~~~~~~~~~~~~~~~~~~~ |
| 349 | + |
| 350 | +Increasing the value of :parameter:`minSnapshotHistoryWindowInSeconds` |
| 351 | +increases disk usage because the server must maintain the history of |
| 352 | +older modified values within the specified time window. The amount of |
| 353 | +disk space used depends on your workload, with higher volume workloads |
| 354 | +requiring more disk space. |
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