Embedding Into JSONB Still Feels Like a JOIN for Large Documents
Think PostgreSQL with JSONB can replace a document database? It’s a tempting idea: Embed your related data directly inside a single JSONB column, and you should be able to avoid additional table lookups for data that is always queried together, just like in MongoDB, right? Be careful.
Unless your documents are small enough to fit comfortably within a fraction of a PostgreSQL page (8KB), what you embed logically into JSONB won’t physically be stored together in PostgreSQL. The result?
When you read that embedded data, PostgreSQL still performs an index lookup per document, just like a nested loop join in the relational model we were trying to avoid.
Using JSONB in PostgreSQL has its benefits, but it doesn't operate like a document database. SQL databases provide data independence (Codd rule #8), enabling developers to query a logical model without worrying about physical storage (until they need to read an execution plan). This data independence also applies to JSONB. Conversely, NoSQL databases give developers more control over physical data layout. In MongoDB, storing a JSON document as BSON enforces data locality by embedding related data, to improve query performance, sharding, and transactions. In PostgreSQL, however, the same JSON value may be split into multiple rows in a separate TOAST table, only hiding the underlying index traversal and joins.
Let's explore a straightforward example of a one-to-many relationship within a JSONB column. We will also examine the execution plan to uncover what occurs behind the scenes.
The normalized relational model
Here is a typical relational model for storing a one-to-many relationship, orders, and their items, in two tables to adhere to the first normal form (3NF):
create table orders (
primary key(ord_id)
, ord_id bigint
, ord_dat timestamptz
);
create table order_items (
primary key(ord_id, ord_seq)
, ord_id bigint references orders (ord_id) on delete cascade
deferrable initially deferred
, ord_seq int
, item text
);
I loaded 100,000 orders, each containing 10 items. Each item is 2,000 characters long, to reach PostgreSQL's TOAST_TUPLE_THRESHOLD (typically set to one-fourth of the block size), and get them compressed. Documents in a document database are typically designed to align with a domain-driven aggregate. This encompasses all objects involved in a business transaction. For the order entry use-case, this includes large text like the product name and description at the time of ordering. I generate random items with a COPY command from /dev/urandom:
-- must run in a transaction to avoid showing orphans
begin transaction;
-- load random order items
copy order_items from program $$
base64 -w 2000 /dev/urandom | awk '
NR>1000000 {exit} # 1,000,000 rows
{ print int(1+NR/10) "," NR%10 "," $0 }' # ,1000,000/10 orders, 10 items
$$ with (format csv)
;
-- load corresponding orders
insert into orders
select ord_id , clock_timestamp()
from order_items group by ord_id
;
-- end transaction
commit work;
-- finish the work with some cleanup and statistics gathering
vacuum analyze orders, order_items;
This dataset illustrates a typical one-to-many relationship in a normalized SQL database.
JOIN on normalized tables
To fetch an order and its items, the application must join the two tables:
postgres=#
select ord_id, ord_seq, item
from orders
left outer join order_items using(ord_id)
where ord_id=42
order by ord_id, ord_seq
;
item
--------+---------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
42 | 0 | 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
42 | 1 | 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
42 | 2 | 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
42 | 3 | 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(10 rows)
Here is... (truncated)