Calculate running total / running balance
For those not using SQL Server 2012 or above, a cursor is likely the most efficient supported and guaranteed method outside of CLR. There are other approaches such as the "quirky update" which can be marginally faster but not guaranteed to work in the future, and of course set-based approaches with hyperbolic performance profiles as the table gets larger, and recursive CTE methods that often require direct #tempdb I/O or result in spills that yield roughly the same impact.
INNER JOIN - do not do this:
The slow, set-based approach is of the form:
SELECT t1.TID, t1.amt, RunningTotal = SUM(t2.amt)
FROM dbo.Transactions AS t1
INNER JOIN dbo.Transactions AS t2
ON t1.TID >= t2.TID
GROUP BY t1.TID, t1.amt
ORDER BY t1.TID;
The reason this is slow? As the table gets larger, each incremental row requires reading n-1 rows in the table. This is exponential and bound for failures, timeouts, or just angry users.
Correlated subquery - do not do this either:
The subquery form is similarly painful for similarly painful reasons.
SELECT TID, amt, RunningTotal = amt + COALESCE(
(
SELECT SUM(amt)
FROM dbo.Transactions AS i
WHERE i.TID < o.TID), 0
)
FROM dbo.Transactions AS o
ORDER BY TID;
Quirky update - do this at your own risk:
The "quirky update" method is more efficient than the above, but the behavior is not documented, there are no guarantees about order, and the behavior might work today but could break in the future. I'm including this because it is a popular method and it is efficient, but that doesn't mean I endorse it. The primary reason I even answered this question instead of closing it as a duplicate is because the other question has a quirky update as the accepted answer.
DECLARE @t TABLE
(
TID INT PRIMARY KEY,
amt INT,
RunningTotal INT
);
DECLARE @RunningTotal INT = 0;
INSERT @t(TID, amt, RunningTotal)
SELECT TID, amt, RunningTotal = 0
FROM dbo.Transactions
ORDER BY TID;
UPDATE @t
SET @RunningTotal = RunningTotal = @RunningTotal + amt
FROM @t;
SELECT TID, amt, RunningTotal
FROM @t
ORDER BY TID;
Recursive CTEs
This first one relies on TID to be contiguous, no gaps:
;WITH x AS
(
SELECT TID, amt, RunningTotal = amt
FROM dbo.Transactions
WHERE TID = 1
UNION ALL
SELECT y.TID, y.amt, x.RunningTotal + y.amt
FROM x
INNER JOIN dbo.Transactions AS y
ON y.TID = x.TID + 1
)
SELECT TID, amt, RunningTotal
FROM x
ORDER BY TID
OPTION (MAXRECURSION 10000);
If you can't rely on this, then you can use this variation, which simply builds a contiguous sequence using ROW_NUMBER():
;WITH y AS
(
SELECT TID, amt, rn = ROW_NUMBER() OVER (ORDER BY TID)
FROM dbo.Transactions
), x AS
(
SELECT TID, rn, amt, rt = amt
FROM y
WHERE rn = 1
UNION ALL
SELECT y.TID, y.rn, y.amt, x.rt + y.amt
FROM x INNER JOIN y
ON y.rn = x.rn + 1
)
SELECT TID, amt, RunningTotal = rt
FROM x
ORDER BY x.rn
OPTION (MAXRECURSION 10000);
Depending on the size of the data (e.g. columns we don't know about), you may find better overall performance by stuffing the relevant columns only in a #temp table first, and processing against that instead of the base table:
CREATE TABLE #x
(
rn INT PRIMARY KEY,
TID INT,
amt INT
);
INSERT INTO #x (rn, TID, amt)
SELECT ROW_NUMBER() OVER (ORDER BY TID),
TID, amt
FROM dbo.Transactions;
;WITH x AS
(
SELECT TID, rn, amt, rt = amt
FROM #x
WHERE rn = 1
UNION ALL
SELECT y.TID, y.rn, y.amt, x.rt + y.amt
FROM x INNER JOIN #x AS y
ON y.rn = x.rn + 1
)
SELECT TID, amt, RunningTotal = rt
FROM x
ORDER BY TID
OPTION (MAXRECURSION 10000);
DROP TABLE #x;
Only the first CTE method will provide performance rivaling the quirky update, but it makes a big assumption about the nature of the data (no gaps). The other two methods will fall back and in those cases you may as well use a cursor (if you can't use CLR and you're not yet on SQL Server 2012 or above).
Cursor
Everybody is told that cursors are evil, and that they should be avoided at all costs, but this actually beats the performance of most other supported methods, and is safer than the quirky update. The only ones I prefer over the cursor solution are the 2012 and CLR methods (below):
CREATE TABLE #x
(
TID INT PRIMARY KEY,
amt INT,
rt INT
);
INSERT #x(TID, amt)
SELECT TID, amt
FROM dbo.Transactions
ORDER BY TID;
DECLARE @rt INT, @tid INT, @amt INT;
SET @rt = 0;
DECLARE c CURSOR LOCAL STATIC READ_ONLY FORWARD_ONLY
FOR SELECT TID, amt FROM #x ORDER BY TID;
OPEN c;
FETCH c INTO @tid, @amt;
WHILE @@FETCH_STATUS = 0
BEGIN
SET @rt = @rt + @amt;
UPDATE #x SET rt = @rt WHERE TID = @tid;
FETCH c INTO @tid, @amt;
END
CLOSE c; DEALLOCATE c;
SELECT TID, amt, RunningTotal = rt
FROM #x
ORDER BY TID;
DROP TABLE #x;
SQL Server 2012 or above
New window functions introduced in SQL Server 2012 make this task a lot easier (and it performs better than all of the above methods as well):
SELECT TID, amt,
RunningTotal = SUM(amt) OVER (ORDER BY TID ROWS UNBOUNDED PRECEDING)
FROM dbo.Transactions
ORDER BY TID;
Note that on larger data sets, you'll find that the above performs much better than either of the following two options, since RANGE uses an on-disk spool (and the default uses RANGE). However it is also important to note that the behavior and results can differ, so be sure they both return correct results before deciding between them based on this difference.
SELECT TID, amt,
RunningTotal = SUM(amt) OVER (ORDER BY TID)
FROM dbo.Transactions
ORDER BY TID;
SELECT TID, amt,
RunningTotal = SUM(amt) OVER (ORDER BY TID RANGE UNBOUNDED PRECEDING)
FROM dbo.Transactions
ORDER BY TID;
CLR
For completeness, I'm offering a link to Pavel Pawlowski's CLR method, which is by far the preferable method on versions prior to SQL Server 2012 (but not 2000 obviously).
http://www.pawlowski.cz/2010/09/sql-server-and-fastest-running-totals-using-clr/
Conclusion
If you are on SQL Server 2012 or above, the choice is obvious - use the new SUM() OVER() construct (with ROWS vs. RANGE). For earlier versions, you'll want to compare the performance of the alternative approaches on your schema, data and - taking non-performance-related factors in mind - determine which approach is right for you. It very well may be the CLR approach. Here are my recommendations, in order of preference:
SUM() OVER() ... ROWS, if on 2012 or above- CLR method, if possible
- First recursive CTE method, if possible
- Cursor
- The other recursive CTE methods
- Quirky update
- Join and/or correlated subquery
For further information with performance comparisons of these methods, see this question on http://dba.stackexchange.com:
https://dba.stackexchange.com/questions/19507/running-total-with-count
I've also blogged more details about these comparisons here:
http://www.sqlperformance.com/2012/07/t-sql-queries/running-totals
Also for grouped/partitioned running totals, see the following posts:
http://sqlperformance.com/2014/01/t-sql-queries/grouped-running-totals
Partitioning results in a running totals query
Multiple Running Totals with Group By
In SQL Server 2008+
SELECT T1.* ,
T2.RunningSum
FROM dbo.Transactions As T1
CROSS APPLY ( SELECT SUM(amt) AS RunningSum
FROM dbo.Transactions AS CAT1
WHERE ( CAT1.TId <= T1.TId )
) AS T2
In SQL server 2012+
SELECT * ,
SUM(T1.amt) OVER ( ORDER BY T1.TId
ROWS BETWEEN UNBOUNDED PRECEDING AND CURRENT ROW ) AS RunningTotal
FROM dbo.Transactions AS t1
If you use version 2012, here is a solution
select *, sum(amt) over (order by Tid) as running_total from Transactions
For earlier versions
select *,(select sum(amt) from Transactions where Tid<=t.Tid) as running_total from Transactions as t