I am able to successfully connect to a SQLite database and access a particular table using the set of commands below:
from sqlalchemy import create_engine, MetaData, Table, and_
from sqlalchemy.sql import select
from pandas import DataFrame
db = create_engine('sqlite:///path\\database.db')
metadata = MetaData(db)
table = Table('table name', metadata, autoload=True)
I am able to fetch data from an Oracle database using cx_Oracle .
However, when I try to connect to an Oracle database in SQLAlchemy, I am getting the following error:
NoSuchTableError: <table name>
I have used the following commands:
db = create_engine('oracle://username:password@hostname:1521/instance name', echo='debug')
md = MetaData(bind=db)
t = Table('table name', md, autoload=True, schema='schema name')
When I use the following command:
t= Table('table name', md, autoload=True, oracle_resolve_synonyms=True)
I get the following error:
AssertionError: There are multiple tables visible to the schema, you must specify owner
Can you please explain where exactly I am going wrong?
You don't need to import cx_Oracle anymore. The newer version of the sqlalchemy module calls the function cx_Oracle.makedsn(). Have a look:
from sqlalchemy.engine import create_engine
DIALECT = 'oracle'
SQL_DRIVER = 'cx_oracle'
USERNAME = 'your_username' #enter your username
PASSWORD = 'your_password' #enter your password
HOST = 'subdomain.domain.tld' #enter the oracle db host url
PORT = 1521 # enter the oracle port number
SERVICE = 'your_oracle_service_name' # enter the oracle db service name
ENGINE_PATH_WIN_AUTH = DIALECT + '+' + SQL_DRIVER + '://' + USERNAME + ':' + PASSWORD +'@' + HOST + ':' + str(PORT) + '/?service_name=' + SERVICE
engine = create_engine(ENGINE_PATH_WIN_AUTH)
#test query
import pandas as pd
test_df = pd.read_sql_query('SELECT * FROM global_name', engine)
from sqlalchemy import create_engine
import cx_Oracle
host=hostname
port=port
sid='sid'
user='username'
password='password'
sid = cx_Oracle.makedsn(host, port, sid=sid)
cstr = 'oracle://{user}:{password}@{sid}'.format(
user=user,
password=password,
sid=sid
)
engine = create_engine(
cstr,
convert_unicode=False,
pool_recycle=10,
pool_size=50,
echo=True
)
result = engine.execute('select * from TABLE')
for row in result:
print row
This worked for me. A connection object can also be created like
conn = engine.connect()
conn.close()
which will enable to close the connection. This works even if you have a tunnel to your remote DB from your local port.
Assuming you have the Oracle client on your machine with a valid tnsnames.ora file, this works for me:
from sqlalchemy import create_engine
import pandas as pd
engine = create_engine('oracle://myusername:mypassword@SID')
con = engine.connect()
outpt = con.execute("SELECT * FROM YOUR_TABLE")
df = pd.DataFrame(outpt.fetchall())
df.columns = outpt.keys()
print(df.head())
con.close()
This works for me, when there is no tnsnames.ora
file.
user = 'system'
pwd = 'oracle'
dsn = cx_Oracle.makedsn(
'192.168.1.105', 49161,
# service_name='your_service_name_if_any'
)
ora_engine = create_engine(f'oracle+cx_oracle://{user}:{pwd}@{dsn}', echo=True)
ora_engine.connect()
Here's a slighty polished version of @mkarun2's answer.
Prerequisites:
Install packages:
sudo apt install libaio1
Download Oracle InstantClient library
Make a symlink:
ln -s libclntsh.so.21.1 libclntsh.so
Run the app like this:
export LD_LIBRARY_PATH=oracle-instantclient/instantclient_21_1 python main.py
Heres main.py
:
import cx_Oracle
import sqlalchemy as sa
# Use your config
username = 'username'
password = 'security'
hostname = 'localhost'
service_name = 'Xal' or None
port = '1521'
# Tell cx_Oracle where to find the libraries. Optional.
cx_Oracle.init_oracle_client(lib_dir='oracle-instantclient/instantclient_21_1')
# Connection string
oracle_connection_string_fmt = (
'oracle+cx_oracle://{username}:{password}@' +
cx_Oracle.makedsn('{hostname}', '{port}', service_name='{service_name}')
)
url = oracle_connection_string_fmt.format(
username=username, password=password,
hostname=hostname, port=port,
service_name=service_name,
)
# Create SqlAlchemy Engine
engine: sa.engine.Engine = sa.create_engine(url, echo=True)
Here's how to make your first query:
res: sa.engine.cursor.LegacyCursorResult = engine.execute("SELECT * FROM tablename")
for row in res:
print(row)
notice that the query does not have ;
at the end ;) Oracle does not like semicolons.
"... if you already have a connection string that works with cx_Oracle":
import pandas as pd
from sqlalchemy import create_engine
import cx_Oracle
conn_factory = lambda: conn_factory = lambda: cx_Oracle.connect(user=dbuser, password=dbpass, dsn=dsn)
engine = create_engine(
"oracle://",
creator=conn_factory
)
data = pd.read_sql("SELECT 1 FROM DUAL", engine)
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