# Queries and Prepared Statements in Python String interpolation when writing queries is a really bad idea; it leads to exposure to SQL Injection attacks. To mitigate against this, we need to write queries using placeholders for values, then passing in the values as arguments to the **execute** function. As a demonstration, using some existing code, do not write a query like this: > curr.execute( > """ > SELECT Strain.Name, Strain.Id FROM Strain, Species > WHERE Strain.Name IN {} > and Strain.SpeciesId=Species.Id > and Species.name = '{}' > """.format( > create_in_clause(list(sample_data.keys())), > *mescape(dataset.group.species))) In the query above, we interpolate the values of the 'sample_data.keys()' values and that of the 'dataset.group.species' values. The code above can be rewritten to something like: > sample_data_keys = tuple(key for key in sample_data.keys()) > > curr.execute( > """ > SELECT Strain.Name, Strain.Id FROM Strain, Species > WHERE Strain.Name IN ({}) > and Strain.SpeciesId=Species.Id > and Species.name = %s > """.format(", ".join(sample_data_keys)), > (sample_data_keys + (dataset.group.species,))) In this new query, the IN clause ends up being a string of the form > %s, %s, %s, ... for the total number of items in the 'sample_data_key' tuple. There is one more '%s' placeholder for the 'Species.name' value, so, the final tuple we provide as an argument to execute needs to add the 'dataset.group.species' value. **IMPORTANT 01**: the total number of placeholders (%s) must be the same as the total number of arguments passed into the 'execute' function. **IMPORTANT 02**: the order of the values must correspond to the order of the placeholders. ### Aside The functions 'create_in_clause' and 'mescape' are defined as below: > from MySQLdb import escape_string as escape_ > > def create_in_clause(items): > """Create an in clause for mysql""" > in_clause = ', '.join("'{}'".format(x) for x in mescape(*items)) > in_clause = '( {} )'.format(in_clause) > return in_clause > > def mescape(*items): > """Multiple escape""" > return [escape_(str(item)).decode('utf8') for item in items] > > def escape(string_): > return escape_(string_).decode('utf8') ## Parameter Style In the section above, we show the most common parameter style used in most cases. If you want to use a mapping object (dict), you have the option of using the '%()s' format for the query. In that case, we could rewrite the query above into something like: > sample_data_dict = {f"sample_{idx}: key for idx,key in enumerate(sample_data.keys())} > > curr.execute( > """ > SELECT Strain.Name, Strain.Id FROM Strain, Species > WHERE Strain.Name IN ({}) > and Strain.SpeciesId=Species.Id > and Species.name = %(species_name)s > """.format(", ".join([f"%({key})s" for key in sample_data_dict.keys()])), > {**sample_data_dict, "species_name": dataset.group.species}) ## Final Note While this has dealt mostly with the MySQLdb driver for Python3, the idea is the same for the psycopg2 (PostgreSQL) driver and others (with some minor variation in the details). The concept is also similar in many other languages. The main takeaway is that you really should not be manually escaping the values - instead, you should let the driver do that for you, by providing placeholders in the query, and the values to use separately.