:mod:`sqlite3` --- DB-API 2.0 interface for SQLite databases ============================================================ .. module:: sqlite3 :synopsis: A DB-API 2.0 implementation using SQLite 3.x. .. sectionauthor:: Gerhard Häring **Source code:** :source:`Lib/sqlite3/` .. _sqlite3-intro: Introduction ------------ SQLite is a C library that provides a lightweight disk-based database that doesn't require a separate server process and allows accessing the database using a nonstandard variant of the SQL query language. Some applications can use SQLite for internal data storage. It's also possible to prototype an application using SQLite and then port the code to a larger database such as PostgreSQL or Oracle. The sqlite3 module was written by Gerhard Häring. It provides an SQL interface compliant with the DB-API 2.0 specification described by :pep:`249`, and requires SQLite 3.7.15 or newer. This document includes four main sections: * :ref:`sqlite3-tutorial` teaches how to use the sqlite3 module. * :ref:`sqlite3-reference` describes the classes and functions this module defines. * :ref:`sqlite3-howtos` details how to handle specific tasks. * :ref:`sqlite3-explanation` provides in-depth background on transaction control. .. _sqlite3-tutorial: Tutorial -------- To use the module, start by creating a :class:`Connection` object that represents the database. Here the data will be stored in the :file:`example.db` file:: import sqlite3 con = sqlite3.connect('example.db') The special path name ``:memory:`` can be provided to create a temporary database in RAM. Once a :class:`Connection` has been established, create a :class:`Cursor` object and call its :meth:`~Cursor.execute` method to perform SQL commands:: cur = con.cursor() # Create table cur.execute('''CREATE TABLE stocks (date text, trans text, symbol text, qty real, price real)''') # Insert a row of data cur.execute("INSERT INTO stocks VALUES ('2006-01-05','BUY','RHAT',100,35.14)") # Save (commit) the changes con.commit() # We can also close the connection if we are done with it. # Just be sure any changes have been committed or they will be lost. con.close() The saved data is persistent: it can be reloaded in a subsequent session even after restarting the Python interpreter:: import sqlite3 con = sqlite3.connect('example.db') cur = con.cursor() At this point, our database only contains one row:: >>> res = cur.execute('SELECT count(rowid) FROM stocks') >>> print(res.fetchone()) (1,) The result is a one-item :class:`tuple`: one row, with one column. Now, let us insert three more rows of data, using :meth:`~Cursor.executemany`:: >>> data = [ ... ('2006-03-28', 'BUY', 'IBM', 1000, 45.0), ... ('2006-04-05', 'BUY', 'MSFT', 1000, 72.0), ... ('2006-04-06', 'SELL', 'IBM', 500, 53.0), ... ] >>> cur.executemany('INSERT INTO stocks VALUES(?, ?, ?, ?, ?)', data) Then, retrieve the data by iterating over the result of a ``SELECT`` statement:: >>> for row in cur.execute('SELECT * FROM stocks ORDER BY price'): ... print(row) ('2006-01-05', 'BUY', 'RHAT', 100, 35.14) ('2006-03-28', 'BUY', 'IBM', 1000, 45.0) ('2006-04-06', 'SELL', 'IBM', 500, 53.0) ('2006-04-05', 'BUY', 'MSFT', 1000, 72.0) .. _sqlite3-placeholders: SQL operations usually need to use values from Python variables. However, beware of using Python's string operations to assemble queries, as they are vulnerable to SQL injection attacks (see the `xkcd webcomic `_ for a humorous example of what can go wrong):: # Never do this -- insecure! symbol = 'RHAT' cur.execute("SELECT * FROM stocks WHERE symbol = '%s'" % symbol) Instead, use the DB-API's parameter substitution. To insert a variable into a query string, use a placeholder in the string, and substitute the actual values into the query by providing them as a :class:`tuple` of values to the second argument of the cursor's :meth:`~Cursor.execute` method. An SQL statement may use one of two kinds of placeholders: question marks (qmark style) or named placeholders (named style). For the qmark style, ``parameters`` must be a :term:`sequence `. For the named style, it can be either a :term:`sequence ` or :class:`dict` instance. The length of the :term:`sequence ` must match the number of placeholders, or a :exc:`ProgrammingError` is raised. If a :class:`dict` is given, it must contain keys for all named parameters. Any extra items are ignored. Here's an example of both styles: .. literalinclude:: ../includes/sqlite3/execute_1.py .. seealso:: https://www.sqlite.org The SQLite web page; the documentation describes the syntax and the available data types for the supported SQL dialect. https://www.w3schools.com/sql/ Tutorial, reference and examples for learning SQL syntax. :pep:`249` - Database API Specification 2.0 PEP written by Marc-André Lemburg. .. _sqlite3-reference: Reference --------- .. _sqlite3-module-contents: Module functions and constants ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ .. data:: apilevel String constant stating the supported DB-API level. Required by the DB-API. Hard-coded to ``"2.0"``. .. data:: paramstyle String constant stating the type of parameter marker formatting expected by the :mod:`sqlite3` module. Required by the DB-API. Hard-coded to ``"qmark"``. .. note:: The :mod:`sqlite3` module supports both ``qmark`` and ``numeric`` DB-API parameter styles, because that is what the underlying SQLite library supports. However, the DB-API does not allow multiple values for the ``paramstyle`` attribute. .. data:: version Version number of this module as a :class:`string `. This is not the version of the SQLite library. .. deprecated-removed:: 3.12 3.14 This constant used to reflect the version number of the ``pysqlite`` package, a third-party library which used to upstream changes to ``sqlite3``. Today, it carries no meaning or practical value. .. data:: version_info Version number of this module as a :class:`tuple` of :class:`integers `. This is not the version of the SQLite library. .. deprecated-removed:: 3.12 3.14 This constant used to reflect the version number of the ``pysqlite`` package, a third-party library which used to upstream changes to ``sqlite3``. Today, it carries no meaning or practical value. .. data:: sqlite_version Version number of the runtime SQLite library as a :class:`string `. .. data:: sqlite_version_info Version number of the runtime SQLite library as a :class:`tuple` of :class:`integers `. .. data:: threadsafety Integer constant required by the DB-API 2.0, stating the level of thread safety the :mod:`sqlite3` module supports. This attribute is set based on the default `threading mode `_ the underlying SQLite library is compiled with. The SQLite threading modes are: 1. **Single-thread**: In this mode, all mutexes are disabled and SQLite is unsafe to use in more than a single thread at once. 2. **Multi-thread**: In this mode, SQLite can be safely used by multiple threads provided that no single database connection is used simultaneously in two or more threads. 3. **Serialized**: In serialized mode, SQLite can be safely used by multiple threads with no restriction. The mappings from SQLite threading modes to DB-API 2.0 threadsafety levels are as follows: +------------------+-----------------+----------------------+-------------------------------+ | SQLite threading | `threadsafety`_ | `SQLITE_THREADSAFE`_ | DB-API 2.0 meaning | | mode | | | | +==================+=================+======================+===============================+ | single-thread | 0 | 0 | Threads may not share the | | | | | module | +------------------+-----------------+----------------------+-------------------------------+ | multi-thread | 1 | 2 | Threads may share the module, | | | | | but not connections | +------------------+-----------------+----------------------+-------------------------------+ | serialized | 3 | 1 | Threads may share the module, | | | | | connections and cursors | +------------------+-----------------+----------------------+-------------------------------+ .. _threadsafety: https://peps.python.org/pep-0249/#threadsafety .. _SQLITE_THREADSAFE: https://sqlite.org/compile.html#threadsafe .. versionchanged:: 3.11 Set *threadsafety* dynamically instead of hard-coding it to ``1``. .. data:: PARSE_DECLTYPES Pass this flag value to the *detect_types* parameter of :func:`connect` to look up a converter function using the declared types for each column. The types are declared when the database table is created. ``sqlite3`` will look up a converter function using the first word of the declared type as the converter dictionary key. For example: .. code-block:: sql CREATE TABLE test( i integer primary key, ! will look up a converter named "integer" p point, ! will look up a converter named "point" n number(10) ! will look up a converter named "number" ) This flag may be combined with :const:`PARSE_COLNAMES` using the ``|`` (bitwise or) operator. .. data:: PARSE_COLNAMES Pass this flag value to the *detect_types* parameter of :func:`connect` to look up a converter function by using the type name, parsed from the query column name, as the converter dictionary key. The type name must be wrapped in square brackets (``[]``). .. code-block:: sql SELECT p as "p [point]" FROM test; ! will look up converter "point" This flag may be combined with :const:`PARSE_DECLTYPES` using the ``|`` (bitwise or) operator. .. function:: connect(database, timeout=5.0, detect_types=0, isolation_level="DEFERRED", check_same_thread=True, factory=sqlite3.Connection, cached_statements=128, uri=False) Open a connection to an SQLite database. :param database: The path to the database file to be opened. Pass ``":memory:"`` to open a connection to a database that is in RAM instead of on disk. :type database: :term:`path-like object` :param timeout: How many seconds the connection should wait before raising an exception, if the database is locked by another connection. If another connection opens a transaction to modify the database, it will be locked until that transaction is committed. Default five seconds. :type timeout: float :param detect_types: Control whether and how data types not :ref:`natively supported by SQLite ` are looked up to be converted to Python types, using the converters registered with :func:`register_converter`. Set it to any combination (using ``|``, bitwise or) of :const:`PARSE_DECLTYPES` and :const:`PARSE_COLNAMES` to enable this. Column names takes precedence over declared types if both flags are set. Types cannot be detected for generated fields (for example ``max(data)``), even when the *detect_types* parameter is set; :class:`str` will be returned instead. By default (``0``), type detection is disabled. :type detect_types: int :param isolation_level: The :attr:`~Connection.isolation_level` of the connection, controlling whether and how transactions are implicitly opened. Can be ``"DEFERRED"`` (default), ``"EXCLUSIVE"`` or ``"IMMEDIATE"``; or ``None`` to disable opening transactions implicitly. See :ref:`sqlite3-controlling-transactions` for more. :type isolation_level: str | None :param check_same_thread: If ``True`` (default), only the creating thread may use the connection. If ``False``, the connection may be shared across multiple threads; if so, write operations should be serialized by the user to avoid data corruption. :type check_same_thread: bool :param factory: A custom subclass of :class:`Connection` to create the connection with, if not the default :class:`Connection` class. :type factory: :class:`Connection` :param cached_statements: The number of statements that ``sqlite3`` should internally cache for this connection, to avoid parsing overhead. By default, 128 statements. :type cached_statements: int :param uri: If set to ``True``, *database* is interpreted as a :abbr:`URI (Uniform Resource Identifier)` with a file path and an optional query string. The scheme part *must* be ``"file:"``, and the path can be relative or absolute. The query string allows passing parameters to SQLite, enabling various :ref:`sqlite3-uri-tricks`. :type uri: bool :rtype: Connection .. audit-event:: sqlite3.connect database sqlite3.connect .. audit-event:: sqlite3.connect/handle connection_handle sqlite3.connect .. versionadded:: 3.4 The *uri* parameter. .. versionchanged:: 3.7 *database* can now also be a :term:`path-like object`, not only a string. .. versionadded:: 3.10 The ``sqlite3.connect/handle`` auditing event. .. function:: register_converter(typename, converter, /) Register the *converter* callable to convert SQLite objects of type *typename* into a Python object of a specific type. The converter is invoked for all SQLite values of type *typename*; it is passed a :class:`bytes` object and should return an object of the desired Python type. Consult the parameter *detect_types* of :func:`connect` for information regarding how type detection works. Note: *typename* and the name of the type in your query are matched case-insensitively. .. function:: register_adapter(type, adapter, /) Register an *adapter* callable to adapt the Python type *type* into an SQLite type. The adapter is called with a Python object of type *type* as its sole argument, and must return a value of a :ref:`type that SQLite natively understands`. .. function:: complete_statement(statement) Returns ``True`` if the string *statement* contains one or more complete SQL statements terminated by semicolons. It does not verify that the SQL is syntactically correct, only that there are no unclosed string literals and the statement is terminated by a semicolon. This can be used to build a shell for SQLite, as in the following example: .. literalinclude:: ../includes/sqlite3/complete_statement.py .. function:: enable_callback_tracebacks(flag, /) Enable or disable callback tracebacks. By default you will not get any tracebacks in user-defined functions, aggregates, converters, authorizer callbacks etc. If you want to debug them, you can call this function with *flag* set to ``True``. Afterwards, you will get tracebacks from callbacks on :data:`sys.stderr`. Use ``False`` to disable the feature again. Register an :func:`unraisable hook handler ` for an improved debug experience:: >>> import sqlite3 >>> sqlite3.enable_callback_tracebacks(True) >>> cx = sqlite3.connect(":memory:") >>> cx.set_trace_callback(lambda stmt: 5/0) >>> cx.execute("select 1") Exception ignored in: at 0x10b4e3ee0> Traceback (most recent call last): File "", line 1, in ZeroDivisionError: division by zero >>> import sys >>> sys.unraisablehook = lambda unraisable: print(unraisable) >>> cx.execute("select 1") UnraisableHookArgs(exc_type=, exc_value=ZeroDivisionError('division by zero'), exc_traceback=, err_msg=None, object= at 0x10b4e3ee0>) .. _sqlite3-connection-objects: Connection objects ^^^^^^^^^^^^^^^^^^ .. class:: Connection Each open SQLite database is represented by a ``Connection`` object, which is created using :func:`sqlite3.connect`. Their main purpose is creating :class:`Cursor` objects, and :ref:`sqlite3-controlling-transactions`. .. seealso:: * :ref:`sqlite3-connection-shortcuts` * :ref:`sqlite3-connection-context-manager` An SQLite database connection has the following attributes and methods: .. attribute:: isolation_level This attribute controls the :ref:`transaction handling ` performed by ``sqlite3``. If set to ``None``, transactions are never implicitly opened. If set to one of ``"DEFERRED"``, ``"IMMEDIATE"``, or ``"EXCLUSIVE"``, corresponding to the underlying `SQLite transaction behaviour`_, implicit :ref:`transaction management ` is performed. If not overridden by the *isolation_level* parameter of :func:`connect`, the default is ``""``, which is an alias for ``"DEFERRED"``. .. attribute:: in_transaction This read-only attribute corresponds to the low-level SQLite `autocommit mode`_. ``True`` if a transaction is active (there are uncommitted changes), ``False`` otherwise. .. versionadded:: 3.2 .. method:: cursor(factory=Cursor) Create and return a :class:`Cursor` object. The cursor method accepts a single optional parameter *factory*. If supplied, this must be a callable returning an instance of :class:`Cursor` or its subclasses. .. method:: blobopen(table, column, row, /, *, readonly=False, name="main") Open a :class:`Blob` handle to an existing :abbr:`BLOB (Binary Large OBject)`. :param table: The name of the table where the blob is located. :type table: str :param column: The name of the column where the blob is located. :type column: str :param row: The name of the row where the blob is located. :type row: str :param readonly: Set to ``True`` if the blob should be opened without write permissions. Defaults to ``False``. :type readonly: bool :param name: The name of the database where the blob is located. Defaults to ``"main"``. :type name: str :raises OperationalError: When trying to open a blob in a ``WITHOUT ROWID`` table. :rtype: Blob .. note:: The blob size cannot be changed using the :class:`Blob` class. Use the SQL function ``zeroblob`` to create a blob with a fixed size. .. versionadded:: 3.11 .. method:: commit() Commit any pending transaction to the database. If there is no open transaction, this method is a no-op. .. method:: rollback() Roll back to the start of any pending transaction. If there is no open transaction, this method is a no-op. .. method:: close() Close the database connection. Any pending transaction is not committed implicitly; make sure to :meth:`commit` before closing to avoid losing pending changes. .. method:: execute(sql, parameters=(), /) Create a new :class:`Cursor` object and call :meth:`~Cursor.execute` on it with the given *sql* and *parameters*. Return the new cursor object. .. method:: executemany(sql, parameters, /) Create a new :class:`Cursor` object and call :meth:`~Cursor.executemany` on it with the given *sql* and *parameters*. Return the new cursor object. .. method:: executescript(sql_script, /) Create a new :class:`Cursor` object and call :meth:`~Cursor.executescript` on it with the given *sql_script*. Return the new cursor object. .. method:: create_function(name, narg, func, *, deterministic=False) Create or remove a user-defined SQL function. :param name: The name of the SQL function. :type name: str :param narg: The number of arguments the SQL function can accept. If ``-1``, it may take any number of arguments. :type narg: int :param func: A callable that is called when the SQL function is invoked. The callable must return :ref:`a type natively supported by SQLite `. Set to ``None`` to remove an existing SQL function. :type func: :term:`callback` | None :param deterministic: If ``True``, the created SQL function is marked as `deterministic `_, which allows SQLite to perform additional optimizations. :type deterministic: bool :raises NotSupportedError: If *deterministic* is used with SQLite versions older than 3.8.3. .. versionadded:: 3.8 The *deterministic* parameter. Example: .. literalinclude:: ../includes/sqlite3/md5func.py .. method:: create_aggregate(name, /, n_arg, aggregate_class) Create or remove a user-defined SQL aggregate function. :param name: The name of the SQL aggregate function. :type name: str :param n_arg: The number of arguments the SQL aggregate function can accept. If ``-1``, it may take any number of arguments. :type n_arg: int :param aggregate_class: A class must implement the following methods: * ``step()``: Add a row to the aggregate. * ``finalize()``: Return the final result of the aggregate as :ref:`a type natively supported by SQLite `. The number of arguments that the ``step()`` method must accept is controlled by *n_arg*. Set to ``None`` to remove an existing SQL aggregate function. :type aggregate_class: :term:`class` | None Example: .. literalinclude:: ../includes/sqlite3/mysumaggr.py .. method:: create_window_function(name, num_params, aggregate_class, /) Create or remove a user-defined aggregate window function. :param name: The name of the SQL aggregate window function to create or remove. :type name: str :param num_params: The number of arguments the SQL aggregate window function can accept. If ``-1``, it may take any number of arguments. :type num_params: int :param aggregate_class: A class that must implement the following methods: * ``step()``: Add a row to the current window. * ``value()``: Return the current value of the aggregate. * ``inverse()``: Remove a row from the current window. * ``finalize()``: Return the final result of the aggregate as :ref:`a type natively supported by SQLite `. The number of arguments that the ``step()`` and ``value()`` methods must accept is controlled by *num_params*. Set to ``None`` to remove an existing SQL aggregate window function. :raises NotSupportedError: If used with a version of SQLite older than 3.25.0, which does not support aggregate window functions. :type aggregate_class: :term:`class` | None .. versionadded:: 3.11 Example: .. literalinclude:: ../includes/sqlite3/sumintwindow.py .. method:: create_collation(name, callable) Create a collation named *name* using the collating function *callable*. *callable* is passed two :class:`string ` arguments, and it should return an :class:`integer `: * ``1`` if the first is ordered higher than the second * ``-1`` if the first is ordered lower than the second * ``0`` if they are ordered equal The following example shows a reverse sorting collation: .. literalinclude:: ../includes/sqlite3/collation_reverse.py Remove a collation function by setting *callable* to ``None``. .. versionchanged:: 3.11 The collation name can contain any Unicode character. Earlier, only ASCII characters were allowed. .. method:: interrupt() Call this method from a different thread to abort any queries that might be executing on the connection. Aborted queries will raise an exception. .. method:: set_authorizer(authorizer_callback) Register callable *authorizer_callback* to be invoked for each attempt to access a column of a table in the database. The callback should return :const:`SQLITE_OK` if access is allowed, :const:`SQLITE_DENY` if the entire SQL statement should be aborted with an error and :const:`SQLITE_IGNORE` if the column should be treated as a NULL value. These constants are available in the :mod:`sqlite3` module. The first argument to the callback signifies what kind of operation is to be authorized. The second and third argument will be arguments or ``None`` depending on the first argument. The 4th argument is the name of the database ("main", "temp", etc.) if applicable. The 5th argument is the name of the inner-most trigger or view that is responsible for the access attempt or ``None`` if this access attempt is directly from input SQL code. Please consult the SQLite documentation about the possible values for the first argument and the meaning of the second and third argument depending on the first one. All necessary constants are available in the :mod:`sqlite3` module. Passing ``None`` as *authorizer_callback* will disable the authorizer. .. versionchanged:: 3.11 Added support for disabling the authorizer using ``None``. .. method:: set_progress_handler(progress_handler, n) Register callable *progress_handler* to be invoked for every *n* instructions of the SQLite virtual machine. This is useful if you want to get called from SQLite during long-running operations, for example to update a GUI. If you want to clear any previously installed progress handler, call the method with ``None`` for *progress_handler*. Returning a non-zero value from the handler function will terminate the currently executing query and cause it to raise a :exc:`DatabaseError` exception. .. method:: set_trace_callback(trace_callback) Register callable *trace_callback* to be invoked for each SQL statement that is actually executed by the SQLite backend. The only argument passed to the callback is the statement (as :class:`str`) that is being executed. The return value of the callback is ignored. Note that the backend does not only run statements passed to the :meth:`Cursor.execute` methods. Other sources include the :ref:`transaction management ` of the sqlite3 module and the execution of triggers defined in the current database. Passing ``None`` as *trace_callback* will disable the trace callback. .. note:: Exceptions raised in the trace callback are not propagated. As a development and debugging aid, use :meth:`~sqlite3.enable_callback_tracebacks` to enable printing tracebacks from exceptions raised in the trace callback. .. versionadded:: 3.3 .. method:: enable_load_extension(enabled, /) Enable the SQLite engine to load SQLite extensions from shared libraries if *enabled* is ``True``; else, disallow loading SQLite extensions. SQLite extensions can define new functions, aggregates or whole new virtual table implementations. One well-known extension is the fulltext-search extension distributed with SQLite. .. note:: The ``sqlite3`` module is not built with loadable extension support by default, because some platforms (notably macOS) have SQLite libraries which are compiled without this feature. To get loadable extension support, you must pass the :option:`--enable-loadable-sqlite-extensions` option to :program:`configure`. .. audit-event:: sqlite3.enable_load_extension connection,enabled sqlite3.Connection.enable_load_extension .. versionadded:: 3.2 .. versionchanged:: 3.10 Added the ``sqlite3.enable_load_extension`` auditing event. .. literalinclude:: ../includes/sqlite3/load_extension.py .. method:: load_extension(path, /) Load an SQLite extension from a shared library located at *path*. Enable extension loading with :meth:`enable_load_extension` before calling this method. .. audit-event:: sqlite3.load_extension connection,path sqlite3.Connection.load_extension .. versionadded:: 3.2 .. versionchanged:: 3.10 Added the ``sqlite3.load_extension`` auditing event. .. attribute:: row_factory A callable that accepts two arguments, a :class:`Cursor` object and the raw row results as a :class:`tuple`, and returns a custom object representing an SQLite row. Example: .. literalinclude:: ../includes/sqlite3/row_factory.py If returning a tuple doesn't suffice and you want name-based access to columns, you should consider setting :attr:`row_factory` to the highly optimized :class:`sqlite3.Row` type. :class:`Row` provides both index-based and case-insensitive name-based access to columns with almost no memory overhead. It will probably be better than your own custom dictionary-based approach or even a db_row based solution. .. XXX what's a db_row-based solution? .. attribute:: text_factory A callable that accepts a :class:`bytes` parameter and returns a text representation of it. The callable is invoked for SQLite values with the ``TEXT`` data type. By default, this attribute is set to :class:`str`. If you want to return ``bytes`` instead, set *text_factory* to ``bytes``. Example: .. literalinclude:: ../includes/sqlite3/text_factory.py .. attribute:: total_changes Return the total number of database rows that have been modified, inserted, or deleted since the database connection was opened. .. method:: iterdump Return an :term:`iterator` to dump the database as SQL source code. Useful when saving an in-memory database for later restoration. Similar to the ``.dump`` command in the :program:`sqlite3` shell. Example:: # Convert file existing_db.db to SQL dump file dump.sql import sqlite3 con = sqlite3.connect('existing_db.db') with open('dump.sql', 'w') as f: for line in con.iterdump(): f.write('%s\n' % line) con.close() .. method:: backup(target, *, pages=-1, progress=None, name="main", sleep=0.250) Create a backup of an SQLite database. Works even if the database is being accessed by other clients or concurrently by the same connection. :param target: The database connection to save the backup to. :type target: Connection :param pages: The number of pages to copy at a time. If equal to or less than ``0``, the entire database is copied in a single step. Defaults to ``-1``. :type pages: int :param progress: If set to a callable, it is invoked with three integer arguments for every backup iteration: the *status* of the last iteration, the *remaining* number of pages still to be copied, and the *total* number of pages. Defaults to ``None``. :type progress: :term:`callback` | None :param name: The name of the database to back up. Either ``"main"`` (the default) for the main database, ``"temp"`` for the temporary database, or the name of a custom database as attached using the ``ATTACH DATABASE`` SQL statement. :type name: str :param sleep: The number of seconds to sleep between successive attempts to back up remaining pages. :type sleep: float Example 1, copy an existing database into another:: import sqlite3 def progress(status, remaining, total): print(f'Copied {total-remaining} of {total} pages...') con = sqlite3.connect('existing_db.db') bck = sqlite3.connect('backup.db') with bck: con.backup(bck, pages=1, progress=progress) bck.close() con.close() Example 2, copy an existing database into a transient copy:: import sqlite3 source = sqlite3.connect('existing_db.db') dest = sqlite3.connect(':memory:') source.backup(dest) .. versionadded:: 3.7 .. method:: getlimit(category, /) Get a connection runtime limit. *category* is the limit category to be queried. Example, query the maximum length of an SQL statement:: import sqlite3 con = sqlite3.connect(":memory:") lim = con.getlimit(sqlite3.SQLITE_LIMIT_SQL_LENGTH) print(f"SQLITE_LIMIT_SQL_LENGTH={lim}") .. versionadded:: 3.11 .. method:: setlimit(category, limit, /) Set a connection runtime limit. *category* is the limit category to be set. *limit* is the new limit. If the new limit is a negative number, the limit is unchanged. Attempts to increase a limit above its hard upper bound are silently truncated to the hard upper bound. Regardless of whether or not the limit was changed, the prior value of the limit is returned. Example, limit the number of attached databases to 1:: import sqlite3 con = sqlite3.connect(":memory:") con.setlimit(sqlite3.SQLITE_LIMIT_ATTACHED, 1) .. versionadded:: 3.11 .. method:: serialize(*, name="main") Serialize a database into a :class:`bytes` object. For an ordinary on-disk database file, the serialization is just a copy of the disk file. For an in-memory database or a "temp" database, the serialization is the same sequence of bytes which would be written to disk if that database were backed up to disk. *name* is the database to be serialized, and defaults to the main database. .. note:: This method is only available if the underlying SQLite library has the serialize API. .. versionadded:: 3.11 .. method:: deserialize(data, /, *, name="main") Deserialize a :meth:`serialized ` database into a :class:`Connection`. This method causes the database connection to disconnect from database *name*, and reopen *name* as an in-memory database based on the serialization contained in *data*. Deserialization will raise :exc:`OperationalError` if the database connection is currently involved in a read transaction or a backup operation. :exc:`OverflowError` will be raised if ``len(data)`` is larger than ``2**63 - 1``, and :exc:`DatabaseError` will be raised if *data* does not contain a valid SQLite database. .. note:: This method is only available if the underlying SQLite library has the deserialize API. .. versionadded:: 3.11 .. _sqlite3-cursor-objects: Cursor objects ^^^^^^^^^^^^^^ A ``Cursor`` object represents a `database cursor`_ which is used to execute SQL statements, and manage the context of a fetch operation. Cursors are created using :meth:`Connection.cursor`, or by using any of the :ref:`connection shortcut methods `. Cursor objects are :term:`iterators `, meaning that if you :meth:`~Cursor.execute` a ``SELECT`` query, you can simply iterate over the cursor to fetch the resulting rows:: for row in cur.execute("select * from data"): print(row) .. _database cursor: https://en.wikipedia.org/wiki/Cursor_(databases) .. class:: Cursor A :class:`Cursor` instance has the following attributes and methods. .. index:: single: ? (question mark); in SQL statements .. index:: single: : (colon); in SQL statements .. method:: execute(sql, parameters=(), /) Execute SQL statement *sql*. Bind values to the statement using :ref:`placeholders ` that map to the :term:`sequence` or :class:`dict` *parameters*. :meth:`execute` will only execute a single SQL statement. If you try to execute more than one statement with it, it will raise a :exc:`ProgrammingError`. Use :meth:`executescript` if you want to execute multiple SQL statements with one call. If :attr:`~Connection.isolation_level` is not ``None``, *sql* is an ``INSERT``, ``UPDATE``, ``DELETE``, or ``REPLACE`` statement, and there is no open transaction, a transaction is implicitly opened before executing *sql*. .. method:: executemany(sql, parameters, /) Execute :ref:`parameterized ` SQL statement *sql* against all parameter sequences or mappings found in the sequence *parameters*. It is also possible to use an :term:`iterator` yielding parameters instead of a sequence. Uses the same implicit transaction handling as :meth:`~Cursor.execute`. Example:: data = [ ("row1",), ("row2",), ] # cur is an sqlite3.Cursor object cur.executemany("insert into t values(?)", data) .. method:: executescript(sql_script, /) Execute the SQL statements in *sql_script*. If there is a pending transaction, an implicit ``COMMIT`` statement is executed first. No other implicit transaction control is performed; any transaction control must be added to *sql_script*. *sql_script* must be a :class:`string `. Example:: # cur is an sqlite3.Cursor object cur.executescript(""" begin; create table person(firstname, lastname, age); create table book(title, author, published); create table publisher(name, address); commit; """) .. method:: fetchone() Fetch the next row of a query result set as a :class:`tuple`. Return ``None`` if no more data is available. .. method:: fetchmany(size=cursor.arraysize) Fetch the next set of rows of a query result as a :class:`list`. Return an empty list if no more rows are available. The number of rows to fetch per call is specified by the *size* parameter. If *size* is not given, :attr:`arraysize` determines the number of rows to be fetched. If fewer than *size* rows are available, as many rows as are available are returned. Note there are performance considerations involved with the *size* parameter. For optimal performance, it is usually best to use the arraysize attribute. If the *size* parameter is used, then it is best for it to retain the same value from one :meth:`fetchmany` call to the next. .. method:: fetchall() Fetch all (remaining) rows of a query result as a :class:`list`. Return an empty list if no rows are available. Note that the :attr:`arraysize` attribute can affect the performance of this operation. .. method:: close() Close the cursor now (rather than whenever ``__del__`` is called). The cursor will be unusable from this point forward; a :exc:`ProgrammingError` exception will be raised if any operation is attempted with the cursor. .. method:: setinputsizes(sizes, /) Required by the DB-API. Does nothing in :mod:`sqlite3`. .. method:: setoutputsize(size, column=None, /) Required by the DB-API. Does nothing in :mod:`sqlite3`. .. attribute:: rowcount Read-only attribute that provides the number of modified rows for ``INSERT``, ``UPDATE``, ``DELETE``, and ``REPLACE`` statements; is ``-1`` for other statements, including :abbr:`CTE (Common Table Expression)` queries. It is only updated by the :meth:`execute` and :meth:`executemany` methods. .. attribute:: lastrowid Read-only attribute that provides the row id of the last inserted row. It is only updated after successful ``INSERT`` or ``REPLACE`` statements using the :meth:`execute` method. For other statements, after :meth:`executemany` or :meth:`executescript`, or if the insertion failed, the value of ``lastrowid`` is left unchanged. The initial value of ``lastrowid`` is ``None``. .. note:: Inserts into ``WITHOUT ROWID`` tables are not recorded. .. versionchanged:: 3.6 Added support for the ``REPLACE`` statement. .. attribute:: arraysize Read/write attribute that controls the number of rows returned by :meth:`fetchmany`. The default value is 1 which means a single row would be fetched per call. .. attribute:: description Read-only attribute that provides the column names of the last query. To remain compatible with the Python DB API, it returns a 7-tuple for each column where the last six items of each tuple are ``None``. It is set for ``SELECT`` statements without any matching rows as well. .. attribute:: connection Read-only attribute that provides the SQLite database :class:`Connection` belonging to the cursor. A :class:`Cursor` object created by calling :meth:`con.cursor() ` will have a :attr:`connection` attribute that refers to *con*:: >>> con = sqlite3.connect(":memory:") >>> cur = con.cursor() >>> cur.connection == con True .. _sqlite3-row-objects: Row objects ^^^^^^^^^^^ .. class:: Row A :class:`Row` instance serves as a highly optimized :attr:`~Connection.row_factory` for :class:`Connection` objects. It tries to mimic a :class:`tuple` in most of its features, and supports iteration, :func:`repr`, equality testing, :func:`len`, and :term:`mapping` access by column name and index. Two row objects compare equal if have equal columns and equal members. .. method:: keys Return a :class:`list` of column names as :class:`strings `. Immediately after a query, it is the first member of each tuple in :attr:`Cursor.description`. .. versionchanged:: 3.5 Added support of slicing. Let's assume we initialize a table as in the example given above:: con = sqlite3.connect(":memory:") cur = con.cursor() cur.execute('''create table stocks (date text, trans text, symbol text, qty real, price real)''') cur.execute("""insert into stocks values ('2006-01-05','BUY','RHAT',100,35.14)""") con.commit() cur.close() Now we plug :class:`Row` in:: >>> con.row_factory = sqlite3.Row >>> cur = con.cursor() >>> cur.execute('select * from stocks') >>> r = cur.fetchone() >>> type(r) >>> tuple(r) ('2006-01-05', 'BUY', 'RHAT', 100.0, 35.14) >>> len(r) 5 >>> r[2] 'RHAT' >>> r.keys() ['date', 'trans', 'symbol', 'qty', 'price'] >>> r['qty'] 100.0 >>> for member in r: ... print(member) ... 2006-01-05 BUY RHAT 100.0 35.14 .. _sqlite3-blob-objects: Blob objects ^^^^^^^^^^^^ .. versionadded:: 3.11 .. class:: Blob A :class:`Blob` instance is a :term:`file-like object` that can read and write data in an SQLite :abbr:`BLOB (Binary Large OBject)`. Call :func:`len(blob) ` to get the size (number of bytes) of the blob. Use indices and :term:`slices ` for direct access to the blob data. Use the :class:`Blob` as a :term:`context manager` to ensure that the blob handle is closed after use. .. literalinclude:: ../includes/sqlite3/blob.py .. method:: close() Close the blob. The blob will be unusable from this point onward. An :class:`~sqlite3.Error` (or subclass) exception will be raised if any further operation is attempted with the blob. .. method:: read(length=-1, /) Read *length* bytes of data from the blob at the current offset position. If the end of the blob is reached, the data up to :abbr:`EOF (End of File)` will be returned. When *length* is not specified, or is negative, :meth:`~Blob.read` will read until the end of the blob. .. method:: write(data, /) Write *data* to the blob at the current offset. This function cannot change the blob length. Writing beyond the end of the blob will raise :exc:`ValueError`. .. method:: tell() Return the current access position of the blob. .. method:: seek(offset, origin=os.SEEK_SET, /) Set the current access position of the blob to *offset*. The *origin* argument defaults to :data:`os.SEEK_SET` (absolute blob positioning). Other values for *origin* are :data:`os.SEEK_CUR` (seek relative to the current position) and :data:`os.SEEK_END` (seek relative to the blob’s end). PrepareProtocol objects ^^^^^^^^^^^^^^^^^^^^^^^ .. class:: PrepareProtocol The PrepareProtocol type's single purpose is to act as a :pep:`246` style adaption protocol for objects that can :ref:`adapt themselves ` to :ref:`native SQLite types `. .. _sqlite3-exceptions: Exceptions ^^^^^^^^^^ The exception hierarchy is defined by the DB-API 2.0 (:pep:`249`). .. exception:: Warning This exception is not currently raised by the ``sqlite3`` module, but may be raised by applications using ``sqlite3``, for example if a user-defined function truncates data while inserting. ``Warning`` is a subclass of :exc:`Exception`. .. exception:: Error The base class of the other exceptions in this module. Use this to catch all errors with one single :keyword:`except` statement. ``Error`` is a subclass of :exc:`Exception`. If the exception originated from within the SQLite library, the following two attributes are added to the exception: .. attribute:: sqlite_errorcode The numeric error code from the `SQLite API `_ .. versionadded:: 3.11 .. attribute:: sqlite_errorname The symbolic name of the numeric error code from the `SQLite API `_ .. versionadded:: 3.11 .. exception:: InterfaceError Exception raised for misuse of the low-level SQLite C API. In other words, if this exception is raised, it probably indicates a bug in the ``sqlite3`` module. ``InterfaceError`` is a subclass of :exc:`Error`. .. exception:: DatabaseError Exception raised for errors that are related to the database. This serves as the base exception for several types of database errors. It is only raised implicitly through the specialised subclasses. ``DatabaseError`` is a subclass of :exc:`Error`. .. exception:: DataError Exception raised for errors caused by problems with the processed data, like numeric values out of range, and strings which are too long. ``DataError`` is a subclass of :exc:`DatabaseError`. .. exception:: OperationalError Exception raised for errors that are related to the database's operation, and not necessarily under the control of the programmer. For example, the database path is not found, or a transaction could not be processed. ``OperationalError`` is a subclass of :exc:`DatabaseError`. .. exception:: IntegrityError Exception raised when the relational integrity of the database is affected, e.g. a foreign key check fails. It is a subclass of :exc:`DatabaseError`. .. exception:: InternalError Exception raised when SQLite encounters an internal error. If this is raised, it may indicate that there is a problem with the runtime SQLite library. ``InternalError`` is a subclass of :exc:`DatabaseError`. .. exception:: ProgrammingError Exception raised for ``sqlite3`` API programming errors, for example supplying the wrong number of bindings to a query, or trying to operate on a closed :class:`Connection`. ``ProgrammingError`` is a subclass of :exc:`DatabaseError`. .. exception:: NotSupportedError Exception raised in case a method or database API is not supported by the underlying SQLite library. For example, setting *deterministic* to ``True`` in :meth:`~Connection.create_function`, if the underlying SQLite library does not support deterministic functions. ``NotSupportedError`` is a subclass of :exc:`DatabaseError`. .. _sqlite3-types: SQLite and Python types ^^^^^^^^^^^^^^^^^^^^^^^ SQLite natively supports the following types: ``NULL``, ``INTEGER``, ``REAL``, ``TEXT``, ``BLOB``. The following Python types can thus be sent to SQLite without any problem: +-------------------------------+-------------+ | Python type | SQLite type | +===============================+=============+ | ``None`` | ``NULL`` | +-------------------------------+-------------+ | :class:`int` | ``INTEGER`` | +-------------------------------+-------------+ | :class:`float` | ``REAL`` | +-------------------------------+-------------+ | :class:`str` | ``TEXT`` | +-------------------------------+-------------+ | :class:`bytes` | ``BLOB`` | +-------------------------------+-------------+ This is how SQLite types are converted to Python types by default: +-------------+----------------------------------------------+ | SQLite type | Python type | +=============+==============================================+ | ``NULL`` | ``None`` | +-------------+----------------------------------------------+ | ``INTEGER`` | :class:`int` | +-------------+----------------------------------------------+ | ``REAL`` | :class:`float` | +-------------+----------------------------------------------+ | ``TEXT`` | depends on :attr:`~Connection.text_factory`, | | | :class:`str` by default | +-------------+----------------------------------------------+ | ``BLOB`` | :class:`bytes` | +-------------+----------------------------------------------+ The type system of the :mod:`sqlite3` module is extensible in two ways: you can store additional Python types in an SQLite database via :ref:`object adapters `, and you can let the ``sqlite3`` module convert SQLite types to Python types via :ref:`converters `. .. _sqlite3-cli: Command-line interface ^^^^^^^^^^^^^^^^^^^^^^ The ``sqlite3`` module can be invoked as a script in order to provide a simple SQLite shell. Type ``.quit`` or CTRL-D to exit the shell. .. program:: python -m sqlite3 [-h] [-v] [filename] [sql] .. option:: -h, --help Print CLI help. .. option:: -v, --version Print underlying SQLite library version. .. versionadded:: 3.12 .. _sqlite3-howtos: How-to guides ------------- .. _sqlite3-adapters: Using adapters to store custom Python types in SQLite databases ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ SQLite supports only a limited set of data types natively. To store custom Python types in SQLite databases, *adapt* them to one of the :ref:`Python types SQLite natively understands`. There are two ways to adapt Python objects to SQLite types: letting your object adapt itself, or using an *adapter callable*. The latter will take precedence above the former. For a library that exports a custom type, it may make sense to enable that type to adapt itself. As an application developer, it may make more sense to take direct control by registering custom adapter functions. .. _sqlite3-conform: Letting your object adapt itself """""""""""""""""""""""""""""""" Suppose we have a ``Point`` class that represents a pair of coordinates, ``x`` and ``y``, in a Cartesian coordinate system. The coordinate pair will be stored as a text string in the database, using a semicolon to separate the coordinates. This can be implemented by adding a ``__conform__(self, protocol)`` method which returns the adapted value. The object passed to *protocol* will be of type :class:`PrepareProtocol`. .. literalinclude:: ../includes/sqlite3/adapter_point_1.py Registering an adapter callable """"""""""""""""""""""""""""""" The other possibility is to create a function that converts the Python object to an SQLite-compatible type. This function can then be registered using :func:`register_adapter`. .. literalinclude:: ../includes/sqlite3/adapter_point_2.py .. _sqlite3-converters: Converting SQLite values to custom Python types ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ Writing an adapter lets you convert *from* custom Python types *to* SQLite values. To be able to convert *from* SQLite values *to* custom Python types, we use *converters*. Let's go back to the :class:`Point` class. We stored the x and y coordinates separated via semicolons as strings in SQLite. First, we'll define a converter function that accepts the string as a parameter and constructs a :class:`Point` object from it. .. note:: Converter functions are **always** passed a :class:`bytes` object, no matter the underlying SQLite data type. :: def convert_point(s): x, y = map(float, s.split(b";")) return Point(x, y) We now need to tell ``sqlite3`` when it should convert a given SQLite value. This is done when connecting to a database, using the *detect_types* parameter of :func:`connect`. There are three options: * Implicit: set *detect_types* to :const:`PARSE_DECLTYPES` * Explicit: set *detect_types* to :const:`PARSE_COLNAMES` * Both: set *detect_types* to ``sqlite3.PARSE_DECLTYPES | sqlite3.PARSE_COLNAMES``. Column names take precedence over declared types. The following example illustrates the implicit and explicit approaches: .. literalinclude:: ../includes/sqlite3/converter_point.py .. _sqlite3-default-converters: Default adapters and converters (deprecated) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ .. note:: The default adapters and converters are deprecated as of Python 3.12. Instead, use the :ref:`sqlite3-adapter-converter-recipes` and tailor them to your needs. The deprecated default adapters and converters consist of: * An adapter for :class:`datetime.date` objects to :class:`strings ` in `ISO 8601`_ format. * An adapter for :class:`datetime.datetime` objects to strings in ISO 8601 format. * A converter for :ref:`declared ` "date" types to :class:`datetime.date` objects. * A converter for declared "timestamp" types to :class:`datetime.datetime` objects. Fractional parts will be truncated to 6 digits (microsecond precision). .. note:: The default "timestamp" converter ignores UTC offsets in the database and always returns a naive :class:`datetime.datetime` object. To preserve UTC offsets in timestamps, either leave converters disabled, or register an offset-aware converter with :func:`register_converter`. .. deprecated:: 3.12 .. _ISO 8601: https://en.wikipedia.org/wiki/ISO_8601 .. _sqlite3-adapter-converter-recipes: Adapter and converter recipes ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ This section shows recipes for common adapters and converters. .. code-block:: import datetime import sqlite3 def adapt_date_iso(val): """Adapt datetime.date to ISO 8601 date.""" return val.isoformat() def adapt_datetime_iso(val): """Adapt datetime.datetime to timezone-naive ISO 8601 date.""" return val.isoformat() def adapt_datetime_epoch(val) """Adapt datetime.datetime to Unix timestamp.""" return int(val.timestamp()) sqlite3.register_adapter(datetime.date, adapt_date_iso) sqlite3.register_adapter(datetime.datetime, adapt_datetime_iso) sqlite3.register_adapter(datetime.datetime, adapt_datetime_epoch) def convert_date(val): """Convert ISO 8601 date to datetime.date object.""" return datetime.date.fromisoformat(val) def convert_datetime(val): """Convert ISO 8601 datetime to datetime.datetime object.""" return datetime.datetime.fromisoformat(val) def convert_timestamp(val): """Convert Unix epoch timestamp to datetime.datetime object.""" return datetime.datetime.fromtimestamp(val) sqlite3.register_converter("date", convert_date) sqlite3.register_converter("datetime", convert_datetime) sqlite3.register_converter("timestamp", convert_timestamp) .. _sqlite3-connection-shortcuts: Using connection shortcut methods ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ Using the :meth:`~Connection.execute`, :meth:`~Connection.executemany`, and :meth:`~Connection.executescript` methods of the :class:`Connection` class, your code can be written more concisely because you don't have to create the (often superfluous) :class:`Cursor` objects explicitly. Instead, the :class:`Cursor` objects are created implicitly and these shortcut methods return the cursor objects. This way, you can execute a ``SELECT`` statement and iterate over it directly using only a single call on the :class:`Connection` object. .. literalinclude:: ../includes/sqlite3/shortcut_methods.py .. _sqlite3-columns-by-name: Accessing columns by name instead of by index ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ One useful feature of the :mod:`sqlite3` module is the built-in :class:`sqlite3.Row` class designed to be used as a row factory. Rows wrapped with this class can be accessed both by index (like tuples) and case-insensitively by name: .. literalinclude:: ../includes/sqlite3/rowclass.py .. _sqlite3-connection-context-manager: Using the connection as a context manager ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ A :class:`Connection` object can be used as a context manager that automatically commits or rolls back open transactions when leaving the body of the context manager. If the body of the :keyword:`with` statement finishes without exceptions, the transaction is committed. If this commit fails, or if the body of the ``with`` statement raises an uncaught exception, the transaction is rolled back. If there is no open transaction upon leaving the body of the ``with`` statement, the context manager is a no-op. .. note:: The context manager neither implicitly opens a new transaction nor closes the connection. .. literalinclude:: ../includes/sqlite3/ctx_manager.py .. _sqlite3-uri-tricks: Working with SQLite URIs ^^^^^^^^^^^^^^^^^^^^^^^^ Some useful URI tricks include: * Open a database in read-only mode:: con = sqlite3.connect("file:template.db?mode=ro", uri=True) * Do not implicitly create a new database file if it does not already exist; will raise :exc:`~sqlite3.OperationalError` if unable to create a new file:: con = sqlite3.connect("file:nosuchdb.db?mode=rw", uri=True) * Create a shared named in-memory database:: con1 = sqlite3.connect("file:mem1?mode=memory&cache=shared", uri=True) con2 = sqlite3.connect("file:mem1?mode=memory&cache=shared", uri=True) con1.execute("create table t(t)") con1.execute("insert into t values(28)") con1.commit() rows = con2.execute("select * from t").fetchall() More information about this feature, including a list of parameters, can be found in the `SQLite URI documentation`_. .. _SQLite URI documentation: https://www.sqlite.org/uri.html .. _sqlite3-explanation: Explanation ----------- .. _sqlite3-controlling-transactions: Transaction control ^^^^^^^^^^^^^^^^^^^ The ``sqlite3`` module does not adhere to the transaction handling recommended by :pep:`249`. If the connection attribute :attr:`~Connection.isolation_level` is not ``None``, new transactions are implicitly opened before :meth:`~Cursor.execute` and :meth:`~Cursor.executemany` executes ``INSERT``, ``UPDATE``, ``DELETE``, or ``REPLACE`` statements. Use the :meth:`~Connection.commit` and :meth:`~Connection.rollback` methods to respectively commit and roll back pending transactions. You can choose the underlying `SQLite transaction behaviour`_ — that is, whether and what type of ``BEGIN`` statements ``sqlite3`` implicitly executes – via the :attr:`~Connection.isolation_level` attribute. If :attr:`~Connection.isolation_level` is set to ``None``, no transactions are implicitly opened at all. This leaves the underlying SQLite library in `autocommit mode`_, but also allows the user to perform their own transaction handling using explicit SQL statements. The underlying SQLite library autocommit mode can be queried using the :attr:`~Connection.in_transaction` attribute. The :meth:`~Cursor.executescript` method implicitly commits any pending transaction before execution of the given SQL script, regardless of the value of :attr:`~Connection.isolation_level`. .. versionchanged:: 3.6 :mod:`sqlite3` used to implicitly commit an open transaction before DDL statements. This is no longer the case. .. _autocommit mode: https://www.sqlite.org/lang_transaction.html#implicit_versus_explicit_transactions .. _SQLite transaction behaviour: https://www.sqlite.org/lang_transaction.html#deferred_immediate_and_exclusive_transactions