The Transcriptional Regulatory Network (TRN) in bacteria is thought to rapidly evolve in response to selection pressures, modulating transcription factor (TF) activities and interactions. In order to probe the limits and mechanisms surrounding the short-term adaptability of the TRN, we generated, evolved, and characterized knockout (KO) strains in E. coli for 11 regulators selected based on measured growth impact on glucose minimal media. All but one knockout strain (Δlrp) were able to recover growth and did so requiring few convergent mutations. We found that the TF knockout adaptations could be divided into four categories: 1) Strains (ΔargR, ΔbasR, Δlon, ΔzntR, Δzur) that recovered growth without any regulator-specific adaptations, likely due to minimal activity of the regulator on the growth condition, 2) Strains (ΔcytR, ΔmlrA, ΔybaO) that recovered growth without TF-specific mutations but with differential expression of regulators with overlapping regulons to the KO’ed TF, 3) Strains (Δcrp, Δfur) that recovered growth using convergent mutations within their regulatory networks, including regulated promoters and connected regulators, and 4) Strains (Δlrp) that were unable to fully recover growth, seemingly due to the broad connectivity of the TF within the TRN. Analyzing growth capabilities in evolved and unevolved strains indicated that growth adaptation can restore fitness to diverse substrates often despite a lack of TF-specific mutations. This work reveals the breadth of TRN adaptive mechanisms and suggests these mechanisms can be anticipated based on the network and functional context of the perturbed TFs.