Bielefeld earned a 3-3 draw when the clubs met in Munich last February and have picked up four points from their last two league games.
Yet even with a host of stars sidelined, Bayern head coach Julian Nageslmann still has plenty of talent available against second-from-bottom Bielefeld.
"We are concentrating on the players who are there - the four World Cup winners and nine Champions League winners," Bielefeld coach Frank Kramer quipped drily.
Bayern are missing midfielder Joshua Kimmich and back-up striker Eric Maxim Choupo-Moting, who also miss next weekend's clash at second-placed Dortmund after both tested positive for Covid-19.
Midfielders Michael Cuisance, Serge Gabry and Jamal Musiala are also quarantining at home as contact cases, but defenders Niklas Suele and Josip Stanisic returned to training on Wednesday after previously testing positive.
A shock defeat at Augsburg trimmed Bayern's lead in the table to just a single point ahead of Dortmund.
Record numbers of coronavirus cases in Germany this week means a tightening of hygiene rules at Bundesliga stadiums.
Bayern's Allianz Arena will be at 25 percent capacity - up to 18,745 -- on Saturday.
There will be reduced capacity at all grounds, apart from RB Leipzig, who must play behind closed doors against Leverkusen on Sunday due to restrictions in Saxony.
A crowd of 13,000 is expected at Wolfsburg, who host a Dortmund side licking their wounds after their mid-week Champions League exit.
A 3-1 loss at Sporting Lisbon was Dortmund's third straight European defeat, blocking their route to the knock-out stages and consigning them to the Europa League.
Failing to reach the Champions League's last 16 will cost Dortmund around 9.5 million euros ($11 million).
"It's not only a setback financially, but it also hurts from a sporting perspective and image," said sports director Michael Zorc.
Dortmund still have star forward Erling Braut Haaland sidelined by a hip injury, but hope Youssoufa Moukoko, 17, can return after missing nine of their last ten games with knocks.
Belgium winger Thorgan Hazard is out after testing positive for Covid last Monday.
Fresh from thrashing Brugge 5-0 in the Champions League, RB Leipzig can break into the top six with a home win Sunday against fourth-placed Leverkusen.
Leipzig are missing Spanish playmaker Dani Olmo, 23, who tore a thigh muscle last weekend, a latest injury set back for the Spain midfielder who has been blighted by knocks since playing in both this summer's Euro 2020 finals and Tokyo Olympics.
One to watch: Christopher Nkunku
Leizpig's erratic form this season has not affected the 24-year-old whose 13 goals and 11 assists means he must soon be knocking on the door of selection for France.
Usually a winger, Nkunku, 24, shone with two goals and an assist in the thrashing of Brugge after moving across to attacking midfield.Â
Expect to see him again form a three-man attack alongside Emil Forsberg and Andre Silva, who both also scored in Belgium.
12 - consecutive wins for Dortmund against Wolfsburg, who last beat Saturday's opponents in the 2015 German Cup final.
Six - Leverkusen are winless in their last six league games against Leipzig, who have only lost once (back in 2018) in ten previous meetings.
Five - wins in all competitions for Bielefeld against Bayern - the last was five years ago - compared to the Munich giants' 28 victories with five draws.
Fixtures (all times 1430GMT unless stated)
Stuttgart v Mainz (1930)Â
VfL Wolfsburg v Borussia Dortmund, Hertha Berlin v Augsburg, Cologne v Borussia Moenchengladbach, VfL Bochum v Freiburg, Greuther Fuerth v Hoffenheim, Bayern Munich v Arminia Bielefeld (1730)
Eintracht Frankfurt v Union Berlin, RB Leipzig v Bayer Leverkusen (1630)
Standout matches today